diff --git a/checkpoint/Fuji/checkpoint b/checkpoint/Fuji/checkpoint
new file mode 100644
index 0000000..febd7d5
--- /dev/null
+++ b/checkpoint/Fuji/checkpoint
@@ -0,0 +1,2 @@
+model_checkpoint_path: "model.ckpt"
+all_model_checkpoint_paths: "model.ckpt"
diff --git a/checkpoint/Fuji/model.ckpt.index b/checkpoint/Fuji/model.ckpt.index
new file mode 100644
index 0000000..f33f3ec
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diff --git a/checkpoint/Sony/checkpoint b/checkpoint/Sony/checkpoint
new file mode 100644
index 0000000..febd7d5
--- /dev/null
+++ b/checkpoint/Sony/checkpoint
@@ -0,0 +1,2 @@
+model_checkpoint_path: "model.ckpt"
+all_model_checkpoint_paths: "model.ckpt"
diff --git a/checkpoint/Sony/model.ckpt.index b/checkpoint/Sony/model.ckpt.index
new file mode 100644
index 0000000..ce84e33
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diff --git a/dataset/Fuji_test_list.txt b/dataset/Fuji_test_list.txt
new file mode 100644
index 0000000..104ec2a
--- /dev/null
+++ b/dataset/Fuji_test_list.txt
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diff --git a/dataset/Fuji_train_list.txt b/dataset/Fuji_train_list.txt
new file mode 100644
index 0000000..7815038
--- /dev/null
+++ b/dataset/Fuji_train_list.txt
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diff --git a/dataset/Fuji_val_list.txt b/dataset/Fuji_val_list.txt
new file mode 100644
index 0000000..3e9c178
--- /dev/null
+++ b/dataset/Fuji_val_list.txt
@@ -0,0 +1,218 @@
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diff --git a/dataset/Sony_test_list.txt b/dataset/Sony_test_list.txt
new file mode 100644
index 0000000..c084c4e
--- /dev/null
+++ b/dataset/Sony_test_list.txt
@@ -0,0 +1,598 @@
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+./Sony/short/10006_05_0.1s.ARW ./Sony/long/10006_00_10s.ARW ISO200 F13
+./Sony/short/10006_06_0.1s.ARW ./Sony/long/10006_00_10s.ARW ISO200 F13
+./Sony/short/10006_07_0.1s.ARW ./Sony/long/10006_00_10s.ARW ISO200 F13
+./Sony/short/10006_08_0.1s.ARW ./Sony/long/10006_00_10s.ARW ISO200 F13
+./Sony/short/10006_09_0.1s.ARW ./Sony/long/10006_00_10s.ARW ISO200 F13
+./Sony/short/10011_00_0.04s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_00_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_01_0.04s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_01_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_02_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_03_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_04_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_05_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_06_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_07_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_08_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
+./Sony/short/10011_09_0.1s.ARW ./Sony/long/10011_00_10s.ARW ISO500 F5
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+./Sony/short/10016_00_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_01_0.04s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_01_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_02_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_03_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_04_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_05_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_06_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_07_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_08_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
+./Sony/short/10016_09_0.1s.ARW ./Sony/long/10016_00_10s.ARW ISO250 F11
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+./Sony/short/10022_00_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_01_0.04s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_01_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_02_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_03_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_04_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_05_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_06_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_07_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_08_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
+./Sony/short/10022_09_0.1s.ARW ./Sony/long/10022_00_10s.ARW ISO320 F9
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+./Sony/short/10030_00_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_01_0.04s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_01_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_02_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_03_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_04_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_05_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_06_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_07_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_08_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
+./Sony/short/10030_09_0.1s.ARW ./Sony/long/10030_00_10s.ARW ISO320 F9
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+./Sony/short/10032_00_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_01_0.04s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_01_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_02_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_03_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_04_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_05_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_06_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_07_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_08_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
+./Sony/short/10032_09_0.1s.ARW ./Sony/long/10032_00_10s.ARW ISO200 F9
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+./Sony/short/10034_00_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_01_0.04s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_01_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_02_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_03_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_04_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_05_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_06_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_07_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_08_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
+./Sony/short/10034_09_0.1s.ARW ./Sony/long/10034_00_10s.ARW ISO200 F9
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+./Sony/short/10035_00_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_01_0.04s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_01_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_02_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_03_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_04_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_05_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_06_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_07_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_08_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_09_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
+./Sony/short/10035_10_0.1s.ARW ./Sony/long/10035_00_10s.ARW ISO200 F9
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+./Sony/short/10040_00_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_01_0.04s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_01_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_02_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_03_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_04_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_05_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_06_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_07_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_08_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
+./Sony/short/10040_09_0.1s.ARW ./Sony/long/10040_00_10s.ARW ISO250 F5.6
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+./Sony/short/10045_00_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_01_0.04s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_01_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_02_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_03_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_04_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_05_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_06_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_07_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_08_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_09_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_10_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
+./Sony/short/10045_11_0.1s.ARW ./Sony/long/10045_00_10s.ARW ISO200 F20
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+./Sony/short/10054_00_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_01_0.04s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_01_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_02_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_03_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_04_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_05_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_06_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_07_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_08_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
+./Sony/short/10054_09_0.1s.ARW ./Sony/long/10054_00_10s.ARW ISO250 F10
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+./Sony/short/10055_01_0.04s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_01_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_02_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_03_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_04_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_05_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_06_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_07_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_08_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
+./Sony/short/10055_09_0.1s.ARW ./Sony/long/10055_00_10s.ARW ISO250 F10
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+./Sony/short/10068_00_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
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+./Sony/short/10068_01_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
+./Sony/short/10068_02_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
+./Sony/short/10068_03_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
+./Sony/short/10068_04_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
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+./Sony/short/10068_07_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
+./Sony/short/10068_08_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
+./Sony/short/10068_09_0.1s.ARW ./Sony/long/10068_00_10s.ARW ISO250 F9
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+./Sony/short/10069_00_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_01_0.04s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_01_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
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+./Sony/short/10069_03_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_04_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_05_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_06_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_07_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_08_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
+./Sony/short/10069_09_0.1s.ARW ./Sony/long/10069_00_10s.ARW ISO250 F7.1
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+./Sony/short/10074_02_0.1s.ARW ./Sony/long/10074_00_30s.ARW ISO1600 F7.1
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+./Sony/short/10074_06_0.1s.ARW ./Sony/long/10074_00_30s.ARW ISO1600 F7.1
+./Sony/short/10074_07_0.1s.ARW ./Sony/long/10074_00_30s.ARW ISO1600 F7.1
+./Sony/short/10074_08_0.1s.ARW ./Sony/long/10074_00_30s.ARW ISO1600 F7.1
+./Sony/short/10074_09_0.1s.ARW ./Sony/long/10074_00_30s.ARW ISO1600 F7.1
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diff --git a/dataset/Sony_train_list.txt b/dataset/Sony_train_list.txt
new file mode 100644
index 0000000..ae48c03
--- /dev/null
+++ b/dataset/Sony_train_list.txt
@@ -0,0 +1,1865 @@
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+./Sony/short/00097_09_0.1s.ARW ./Sony/long/00097_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_00_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_01_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_02_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_03_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_04_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_05_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_06_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_07_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_08_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00098_09_0.1s.ARW ./Sony/long/00098_00_30s.ARW ISO400 F5.6
+./Sony/short/00099_00_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_01_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_02_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_03_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_04_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_05_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_06_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_07_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_08_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
+./Sony/short/00099_09_0.1s.ARW ./Sony/long/00099_00_30s.ARW ISO400 F9
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+./Sony/short/00100_06_0.1s.ARW ./Sony/long/00100_00_30s.ARW ISO1600 F8
+./Sony/short/00100_07_0.1s.ARW ./Sony/long/00100_00_30s.ARW ISO1600 F8
+./Sony/short/00100_08_0.1s.ARW ./Sony/long/00100_00_30s.ARW ISO1600 F8
+./Sony/short/00100_09_0.1s.ARW ./Sony/long/00100_00_30s.ARW ISO1600 F8
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+./Sony/short/00102_02_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
+./Sony/short/00102_03_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
+./Sony/short/00102_04_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
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+./Sony/short/00102_07_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
+./Sony/short/00102_08_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
+./Sony/short/00102_09_0.1s.ARW ./Sony/long/00102_00_30s.ARW ISO320 F4
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+./Sony/short/00104_01_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
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+./Sony/short/00104_03_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
+./Sony/short/00104_04_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
+./Sony/short/00104_05_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
+./Sony/short/00104_06_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
+./Sony/short/00104_07_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
+./Sony/short/00104_08_0.1s.ARW ./Sony/long/00104_00_30s.ARW ISO250 F9
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+./Sony/short/00108_07_0.1s.ARW ./Sony/long/00108_00_30s.ARW ISO1000 F18
+./Sony/short/00108_08_0.1s.ARW ./Sony/long/00108_00_30s.ARW ISO1000 F18
+./Sony/short/00109_00_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_01_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_02_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_03_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_04_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_05_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_06_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_07_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_08_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00109_09_0.1s.ARW ./Sony/long/00109_00_30s.ARW ISO640 F22
+./Sony/short/00110_00_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_01_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_02_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_03_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_04_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_05_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_06_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_07_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_08_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00110_09_0.1s.ARW ./Sony/long/00110_00_30s.ARW ISO1000 F22
+./Sony/short/00112_00_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_01_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_02_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_03_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_04_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_05_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_06_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_07_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_08_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
+./Sony/short/00112_09_0.1s.ARW ./Sony/long/00112_00_30s.ARW ISO250 F3.2
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+./Sony/short/00113_01_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_02_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_03_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_04_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_05_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_06_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_07_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_08_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00113_09_0.1s.ARW ./Sony/long/00113_00_30s.ARW ISO250 F11
+./Sony/short/00114_00_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_01_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_02_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_03_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_04_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_05_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_06_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_07_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_08_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00114_09_0.1s.ARW ./Sony/long/00114_00_30s.ARW ISO500 F16
+./Sony/short/00117_00_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_01_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_02_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_03_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_04_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_05_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_06_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_07_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_08_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
+./Sony/short/00117_09_0.1s.ARW ./Sony/long/00117_00_30s.ARW ISO500 F16
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+./Sony/short/00118_02_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00118_03_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00118_04_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
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+./Sony/short/00118_06_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00118_07_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00118_08_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00118_09_0.1s.ARW ./Sony/long/00118_00_30s.ARW ISO50 F16
+./Sony/short/00119_00_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_01_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_02_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_03_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_04_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_05_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_06_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_07_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_08_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00119_09_0.1s.ARW ./Sony/long/00119_00_30s.ARW ISO100 F10
+./Sony/short/00121_00_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
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+./Sony/short/00121_02_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
+./Sony/short/00121_03_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
+./Sony/short/00121_04_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
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+./Sony/short/00121_07_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
+./Sony/short/00121_08_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
+./Sony/short/00121_09_0.1s.ARW ./Sony/long/00121_00_30s.ARW ISO200 F11
+./Sony/short/00122_00_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
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+./Sony/short/00122_02_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
+./Sony/short/00122_03_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
+./Sony/short/00122_04_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
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+./Sony/short/00122_07_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
+./Sony/short/00122_08_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
+./Sony/short/00122_09_0.1s.ARW ./Sony/long/00122_00_30s.ARW ISO200 F11
+./Sony/short/00123_00_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
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+./Sony/short/00123_02_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
+./Sony/short/00123_03_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
+./Sony/short/00123_04_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
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+./Sony/short/00123_07_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
+./Sony/short/00123_08_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
+./Sony/short/00123_09_0.1s.ARW ./Sony/long/00123_00_30s.ARW ISO64 F11
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+./Sony/short/00124_02_0.1s.ARW ./Sony/long/00124_00_30s.ARW ISO200 F11
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+./Sony/short/00124_06_0.1s.ARW ./Sony/long/00124_00_30s.ARW ISO200 F11
+./Sony/short/00124_07_0.1s.ARW ./Sony/long/00124_00_30s.ARW ISO200 F11
+./Sony/short/00124_08_0.1s.ARW ./Sony/long/00124_00_30s.ARW ISO200 F11
+./Sony/short/00124_09_0.1s.ARW ./Sony/long/00124_00_30s.ARW ISO200 F11
+./Sony/short/00127_00_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_01_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_02_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_03_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_04_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
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+./Sony/short/00127_06_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_07_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_08_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00127_09_0.1s.ARW ./Sony/long/00127_00_30s.ARW ISO1600 F11
+./Sony/short/00128_00_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_01_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_02_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_03_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_04_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_05_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_06_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_07_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_08_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00128_09_0.1s.ARW ./Sony/long/00128_00_30s.ARW ISO1250 F18
+./Sony/short/00129_00_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_01_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_02_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_03_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_04_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_05_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_06_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_07_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_08_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00129_09_0.1s.ARW ./Sony/long/00129_00_30s.ARW ISO1250 F18
+./Sony/short/00130_00_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_01_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_02_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_03_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_04_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_05_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_06_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_07_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_08_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00130_09_0.1s.ARW ./Sony/long/00130_00_30s.ARW ISO500 F8
+./Sony/short/00131_00_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_01_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_02_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_03_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_04_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_05_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_06_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_07_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_08_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00131_09_0.1s.ARW ./Sony/long/00131_00_30s.ARW ISO500 F8
+./Sony/short/00132_00_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_01_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_02_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_03_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_04_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_05_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_06_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_07_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_08_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00132_09_0.1s.ARW ./Sony/long/00132_00_30s.ARW ISO500 F8
+./Sony/short/00133_00_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_01_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_02_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_03_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_04_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_05_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_06_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_07_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_08_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00133_09_0.1s.ARW ./Sony/long/00133_00_30s.ARW ISO500 F8
+./Sony/short/00134_00_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_01_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_02_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_03_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_04_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_05_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_06_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_07_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_08_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00134_09_0.1s.ARW ./Sony/long/00134_00_30s.ARW ISO500 F8
+./Sony/short/00135_00_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_01_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_02_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_03_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_04_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_05_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_06_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_07_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_08_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00135_09_0.1s.ARW ./Sony/long/00135_00_30s.ARW ISO400 F8
+./Sony/short/00136_00_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_01_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_02_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_03_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_04_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_05_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_06_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_07_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_08_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00136_09_0.1s.ARW ./Sony/long/00136_00_30s.ARW ISO500 F8
+./Sony/short/00137_00_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_01_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_02_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_03_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_04_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_05_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_06_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00137_07_0.1s.ARW ./Sony/long/00137_00_30s.ARW ISO500 F10
+./Sony/short/00138_00_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_01_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_02_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_03_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_04_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_05_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_06_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_07_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_08_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00138_09_0.1s.ARW ./Sony/long/00138_00_30s.ARW ISO800 F10
+./Sony/short/00141_00_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_01_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_02_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_03_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_04_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_05_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_06_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_07_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_08_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00141_09_0.1s.ARW ./Sony/long/00141_00_30s.ARW ISO320 F9
+./Sony/short/00142_00_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_01_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_02_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_03_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_04_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_05_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_06_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_07_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_08_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00142_09_0.1s.ARW ./Sony/long/00142_00_30s.ARW ISO320 F9
+./Sony/short/00143_00_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_01_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_02_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_03_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_04_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_05_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_06_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_07_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_08_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00143_09_0.1s.ARW ./Sony/long/00143_00_30s.ARW ISO320 F9
+./Sony/short/00144_00_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_01_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_02_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_03_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_04_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_05_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_06_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_07_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_08_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00144_09_0.1s.ARW ./Sony/long/00144_00_30s.ARW ISO250 F9
+./Sony/short/00145_00_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_01_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_02_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_03_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_04_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_05_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_06_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_07_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_08_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00145_09_0.1s.ARW ./Sony/long/00145_00_30s.ARW ISO250 F9
+./Sony/short/00146_00_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_01_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_02_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_03_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_04_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_05_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_06_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_07_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00146_08_0.1s.ARW ./Sony/long/00146_00_30s.ARW ISO200 F9
+./Sony/short/00148_00_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_01_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_02_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_03_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_04_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_05_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_06_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00148_07_0.1s.ARW ./Sony/long/00148_00_30s.ARW ISO160 F9
+./Sony/short/00149_00_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_01_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_02_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_03_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_04_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_05_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_06_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_07_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_08_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00149_09_0.1s.ARW ./Sony/long/00149_00_30s.ARW ISO100 F9
+./Sony/short/00150_00_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_01_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_02_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_03_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_04_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_05_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_06_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_07_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_08_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00150_09_0.1s.ARW ./Sony/long/00150_00_30s.ARW ISO800 F13
+./Sony/short/00151_00_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_01_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_02_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_03_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_04_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_05_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_06_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_07_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_08_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00151_09_0.1s.ARW ./Sony/long/00151_00_30s.ARW ISO800 F13
+./Sony/short/00152_00_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_01_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_02_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_03_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_04_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_05_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_06_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_07_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_08_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00152_09_0.1s.ARW ./Sony/long/00152_00_30s.ARW ISO160 F13
+./Sony/short/00154_00_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_01_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_02_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_03_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_04_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_05_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_06_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_07_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_08_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00154_09_0.1s.ARW ./Sony/long/00154_00_30s.ARW ISO80 F13
+./Sony/short/00155_00_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_01_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_02_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_03_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_04_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_05_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_06_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_07_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_08_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00155_09_0.1s.ARW ./Sony/long/00155_00_30s.ARW ISO80 F13
+./Sony/short/00156_00_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_01_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_02_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_03_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_04_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_05_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_06_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_07_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_08_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00156_09_0.1s.ARW ./Sony/long/00156_00_30s.ARW ISO80 F13
+./Sony/short/00157_00_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_01_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_02_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_03_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_04_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_05_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_06_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_07_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_08_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00157_09_0.1s.ARW ./Sony/long/00157_00_30s.ARW ISO250 F13
+./Sony/short/00158_00_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_01_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_02_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_03_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_04_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_05_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_06_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_07_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_08_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00158_09_0.1s.ARW ./Sony/long/00158_00_30s.ARW ISO250 F16
+./Sony/short/00159_00_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_01_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_02_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_03_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_04_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_05_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_06_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_07_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_08_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00159_09_0.1s.ARW ./Sony/long/00159_00_30s.ARW ISO500 F10
+./Sony/short/00160_00_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_01_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_02_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_03_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_04_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_05_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_06_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_07_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_08_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00160_09_0.1s.ARW ./Sony/long/00160_00_30s.ARW ISO500 F10
+./Sony/short/00161_00_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_01_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_02_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_03_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_04_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_05_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_06_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_07_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_08_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00161_09_0.1s.ARW ./Sony/long/00161_00_30s.ARW ISO400 F9
+./Sony/short/00164_00_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_01_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_02_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_03_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_04_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_05_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_06_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_07_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_08_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00164_09_0.1s.ARW ./Sony/long/00164_00_30s.ARW ISO250 F11
+./Sony/short/00165_00_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_01_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_02_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_03_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_04_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_05_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_06_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_07_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_08_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00165_09_0.1s.ARW ./Sony/long/00165_00_30s.ARW ISO250 F11
+./Sony/short/00166_00_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
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+./Sony/short/00166_02_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00166_03_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00166_04_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
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+./Sony/short/00166_06_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00166_07_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00166_08_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00166_09_0.1s.ARW ./Sony/long/00166_00_30s.ARW ISO160 F11
+./Sony/short/00168_00_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
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+./Sony/short/00168_02_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
+./Sony/short/00168_03_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
+./Sony/short/00168_04_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
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+./Sony/short/00168_07_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
+./Sony/short/00168_08_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
+./Sony/short/00168_09_0.1s.ARW ./Sony/long/00168_00_30s.ARW ISO160 F9
+./Sony/short/00169_00_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_01_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_02_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_03_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_04_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
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+./Sony/short/00169_06_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_07_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_08_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
+./Sony/short/00169_09_0.1s.ARW ./Sony/long/00169_00_30s.ARW ISO160 F9
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+./Sony/short/00171_02_0.1s.ARW ./Sony/long/00171_00_30s.ARW ISO160 F16
+./Sony/short/00171_03_0.1s.ARW ./Sony/long/00171_00_30s.ARW ISO160 F16
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+./Sony/short/00171_07_0.1s.ARW ./Sony/long/00171_00_30s.ARW ISO160 F16
+./Sony/short/00171_08_0.1s.ARW ./Sony/long/00171_00_30s.ARW ISO160 F16
+./Sony/short/00171_09_0.1s.ARW ./Sony/long/00171_00_30s.ARW ISO160 F16
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+./Sony/short/00173_08_0.1s.ARW ./Sony/long/00173_00_30s.ARW ISO160 F14
+./Sony/short/00173_09_0.1s.ARW ./Sony/long/00173_00_30s.ARW ISO160 F14
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+./Sony/short/00175_09_0.1s.ARW ./Sony/long/00175_00_30s.ARW ISO160 F14
+./Sony/short/00179_00_0.033s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_00_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
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+./Sony/short/00179_01_0.033s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_01_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_01_0.1s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_02_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
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+./Sony/short/00179_03_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_03_0.1s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_04_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
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+./Sony/short/00179_06_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
+./Sony/short/00179_07_0.04s.ARW ./Sony/long/00179_00_10s.ARW ISO800 F4
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diff --git a/dataset/Sony_val_list.txt b/dataset/Sony_val_list.txt
new file mode 100644
index 0000000..6c8bb15
--- /dev/null
+++ b/dataset/Sony_val_list.txt
@@ -0,0 +1,234 @@
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+./Sony/short/20080_02_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_03_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_04_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_05_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_06_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_07_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20080_08_0.1s.ARW ./Sony/long/20080_00_30s.ARW ISO640 F13
+./Sony/short/20089_00_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_01_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_02_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_03_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_04_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_05_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_06_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_07_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_08_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20089_09_0.1s.ARW ./Sony/long/20089_00_30s.ARW ISO1250 F11
+./Sony/short/20107_00_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_01_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_02_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_03_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_04_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_05_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_06_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_07_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_08_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20107_09_0.1s.ARW ./Sony/long/20107_00_30s.ARW ISO1600 F9
+./Sony/short/20115_00_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_01_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_02_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_03_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_04_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_05_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_06_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_07_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_08_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20115_09_0.1s.ARW ./Sony/long/20115_00_30s.ARW ISO500 F16
+./Sony/short/20120_00_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_01_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_02_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_03_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_04_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_05_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_06_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_07_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_08_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20120_09_0.1s.ARW ./Sony/long/20120_00_30s.ARW ISO1250 F11
+./Sony/short/20147_00_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_01_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_02_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_03_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_04_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_05_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_06_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_07_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_08_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20147_09_0.1s.ARW ./Sony/long/20147_00_30s.ARW ISO160 F9
+./Sony/short/20153_00_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_01_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_02_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_03_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_04_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_05_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_06_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_07_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_08_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20153_09_0.1s.ARW ./Sony/long/20153_00_30s.ARW ISO320 F13
+./Sony/short/20177_00_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_01_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_02_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_03_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_04_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_05_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_06_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_07_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_08_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20177_09_0.1s.ARW ./Sony/long/20177_00_30s.ARW ISO64 F14
+./Sony/short/20188_00_0.033s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_00_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_00_0.1s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_01_0.033s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_01_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_01_0.1s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_02_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_03_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_04_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_05_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_06_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_07_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_08_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20188_09_0.04s.ARW ./Sony/long/20188_00_10s.ARW ISO10000 F10
+./Sony/short/20201_00_0.033s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_00_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_00_0.1s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_01_0.033s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_01_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_01_0.1s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_02_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_03_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_04_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_05_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_06_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_07_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_08_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20201_09_0.04s.ARW ./Sony/long/20201_00_10s.ARW ISO12800 F7.1
+./Sony/short/20208_00_0.033s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_00_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_00_0.1s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_01_0.033s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_01_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_01_0.1s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_02_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_03_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_04_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_05_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_06_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_07_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_08_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20208_09_0.04s.ARW ./Sony/long/20208_00_10s.ARW ISO25600 F10
+./Sony/short/20210_00_0.033s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_00_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_00_0.1s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_01_0.033s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_01_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_01_0.1s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_02_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_03_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_04_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_05_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_06_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_07_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_08_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20210_09_0.04s.ARW ./Sony/long/20210_00_10s.ARW ISO25600 F10
+./Sony/short/20211_00_0.033s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_00_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_00_0.1s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_01_0.033s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_01_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_01_0.1s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_02_0.033s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_02_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_03_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_04_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_05_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_06_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_07_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_08_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
+./Sony/short/20211_09_0.04s.ARW ./Sony/long/20211_00_10s.ARW ISO12800 F5.6
diff --git a/download_dataset.py b/download_dataset.py
new file mode 100644
index 0000000..4c97909
--- /dev/null
+++ b/download_dataset.py
@@ -0,0 +1,42 @@
+import requests
+import os
+
+def download_file_from_google_drive(id, destination):
+    URL = "https://docs.google.com/uc?export=download"
+
+    session = requests.Session()
+
+    response = session.get(URL, params = { 'id' : id }, stream = True)
+    token = get_confirm_token(response)
+
+    if token:
+        params = { 'id' : id, 'confirm' : token }
+        response = session.get(URL, params = params, stream = True)
+
+    save_response_content(response, destination)    
+
+def get_confirm_token(response):
+    for key, value in response.cookies.items():
+        if key.startswith('download_warning'):
+            return value
+
+    return None
+
+def save_response_content(response, destination):
+    CHUNK_SIZE = 32768
+
+    with open(destination, "wb") as f:
+        for chunk in response.iter_content(CHUNK_SIZE):
+            if chunk: # filter out keep-alive new chunks
+                f.write(chunk)
+
+
+
+print('Dowloading Sony subset... (25GB)')
+download_file_from_google_drive('1G6VruemZtpOyHjOC5N8Ww3ftVXOydSXx', 'dataset/Sony.zip')
+
+print('Dowloading Fuji subset... (52GB)')
+download_file_from_google_drive('1C7GeZ3Y23k1B8reRL79SqnZbRBc4uizH', 'dataset/Fuji.zip')
+
+os.system('unzip dataset/Sony.zip -d dataset')
+os.system('unzip dataset/Fuji.zip -d dataset')
\ No newline at end of file
diff --git a/download_models.py b/download_models.py
new file mode 100644
index 0000000..5176035
--- /dev/null
+++ b/download_models.py
@@ -0,0 +1,41 @@
+import requests
+
+def download_file_from_google_drive(id, destination):
+    URL = "https://docs.google.com/uc?export=download"
+
+    session = requests.Session()
+
+    response = session.get(URL, params = { 'id' : id }, stream = True)
+    token = get_confirm_token(response)
+
+    if token:
+        params = { 'id' : id, 'confirm' : token }
+        response = session.get(URL, params = params, stream = True)
+
+    save_response_content(response, destination)    
+
+def get_confirm_token(response):
+    for key, value in response.cookies.items():
+        if key.startswith('download_warning'):
+            return value
+
+    return None
+
+def save_response_content(response, destination):
+    CHUNK_SIZE = 32768
+
+    with open(destination, "wb") as f:
+        for chunk in response.iter_content(CHUNK_SIZE):
+            if chunk: # filter out keep-alive new chunks
+                f.write(chunk)
+
+
+
+print('Dowloading Sony Model (84Mb)')
+download_file_from_google_drive('1wmx7AM6XWHjHIvpErmIouQgbQoMxAymG', 'checkpoint/Sony/model.ckpt.data-00000-of-00001')
+download_file_from_google_drive('1OmrGMng1QuwUa8lf-_wBVvbRJwBr0ETr', 'checkpoint/Sony/model.ckpt.meta')
+
+print('Dowloading Fuji Model (84Mb)')
+download_file_from_google_drive('1PX5wA89d-JLmwQHqpBnyTYJxDVzC1gpt', 'checkpoint/Fuji/model.ckpt.data-00000-of-00001')
+download_file_from_google_drive('1VzyzQ9JglcxxqUe8yn3-cAeB1pJ4jxf4', 'checkpoint/Fuji/model.ckpt.meta')
+
diff --git a/test_Fuji.py b/test_Fuji.py
new file mode 100644
index 0000000..e7c7058
--- /dev/null
+++ b/test_Fuji.py
@@ -0,0 +1,194 @@
+from __future__ import division
+import os,time,scipy.io
+import tensorflow as tf
+import tensorflow.contrib.slim as slim
+from tensorflow.contrib.layers.python.layers import initializers
+import numpy as np
+import rawpy
+import glob
+import pdb
+
+input_dir = './dataset/Fuji/short/'
+gt_dir = './dataset/Fuji/long/'
+checkpoint_dir = './checkpoint/Fuji/'
+result_dir = './result_Fuji/'
+
+#get train and test IDs
+train_fns = glob.glob(gt_dir + '0*.RAF')
+train_ids = []
+for i in range(len(train_fns)):
+    _, train_fn = os.path.split(train_fns[i])
+    train_ids.append(int(train_fn[0:5]))
+
+test_fns = glob.glob(gt_dir + '1*.RAF')
+test_ids = []
+for i in range(len(test_fns)):
+    _, test_fn = os.path.split(test_fns[i])
+    test_ids.append(int(test_fn[0:5]))
+
+
+ps = 512 #patch size for training
+save_freq = 500
+
+
+def lrelu(x):
+    return tf.maximum(x*0.2,x)
+
+def upsample_and_concat(x1, x2, output_channels, in_channels):
+
+    pool_size = 2
+    deconv_filter = tf.Variable(tf.truncated_normal( [pool_size, pool_size, output_channels, in_channels], stddev=0.02))
+    deconv = tf.nn.conv2d_transpose(x1, deconv_filter, tf.shape(x2) , strides=[1, pool_size, pool_size, 1] )
+
+    deconv_output =  tf.concat([deconv, x2],3)
+    deconv_output.set_shape([None, None, None, output_channels*2])
+
+    return deconv_output
+
+def network(input):   #Unet
+    conv1=slim.conv2d(input,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_1')
+    conv1=slim.conv2d(conv1,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_2')
+    pool1=slim.max_pool2d(conv1, [2, 2], padding='SAME' )
+
+    conv2=slim.conv2d(pool1,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_1')
+    conv2=slim.conv2d(conv2,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_2')
+    pool2=slim.max_pool2d(conv2, [2, 2], padding='SAME' )
+
+    conv3=slim.conv2d(pool2,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_1')
+    conv3=slim.conv2d(conv3,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_2')
+    pool3=slim.max_pool2d(conv3, [2, 2], padding='SAME' )
+
+    conv4=slim.conv2d(pool3,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_1')
+    conv4=slim.conv2d(conv4,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_2')
+    pool4=slim.max_pool2d(conv4, [2, 2], padding='SAME' )
+
+    conv5=slim.conv2d(pool4,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_1')
+    conv5=slim.conv2d(conv5,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_2')
+
+    up6 =  upsample_and_concat( conv5, conv4, 256, 512  )
+    conv6=slim.conv2d(up6,  256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_1')
+    conv6=slim.conv2d(conv6,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_2')
+
+    up7 =  upsample_and_concat( conv6, conv3, 128, 256  )
+    conv7=slim.conv2d(up7,  128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_1')
+    conv7=slim.conv2d(conv7,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_2')
+
+    up8 =  upsample_and_concat( conv7, conv2, 64, 128 )
+    conv8=slim.conv2d(up8,  64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_1')
+    conv8=slim.conv2d(conv8,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_2')
+
+    up9 =  upsample_and_concat( conv8, conv1, 32, 64 )
+    conv9=slim.conv2d(up9,  32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_1')
+    conv9=slim.conv2d(conv9,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_2')
+
+    conv10=slim.conv2d(conv9,27,[1,1], rate=1, activation_fn=None, scope='g_conv10')
+    out = tf.depth_to_space(conv10,3)
+    return out
+
+
+def pack_raw(raw):
+    #pack X-Trans image to 9 channels
+    im = raw.raw_image_visible.astype(np.float32)
+    im = np.maximum(im - 1024,0)/ (16383 - 1024) #subtract the black level
+
+    img_shape = im.shape
+    H = (img_shape[0]//6) *6
+    W = (img_shape[1]//6) * 6
+
+    out = np.zeros((H//3,W//3,9))
+    
+    # 0 R
+    out[0::2,0::2,0] = im[0:H:6,0:W:6]  
+    out[0::2,1::2,0] = im[0:H:6,4:W:6]
+    out[1::2,0::2,0] = im[3:H:6,1:W:6]  
+    out[1::2,1::2,0] = im[3:H:6,3:W:6]
+
+    # 1 G
+    out[0::2,0::2,1] = im[0:H:6,2:W:6]  
+    out[0::2,1::2,1] = im[0:H:6,5:W:6]
+    out[1::2,0::2,1] = im[3:H:6,2:W:6]  
+    out[1::2,1::2,1] = im[3:H:6,5:W:6]
+
+    # 1 B
+    out[0::2,0::2,2] = im[0:H:6,1:W:6]  
+    out[0::2,1::2,2] = im[0:H:6,3:W:6]
+    out[1::2,0::2,2] = im[3:H:6,0:W:6]  
+    out[1::2,1::2,2] = im[3:H:6,4:W:6]
+
+    # 4 R
+    out[0::2,0::2,3] = im[1:H:6,2:W:6]  
+    out[0::2,1::2,3] = im[2:H:6,5:W:6]
+    out[1::2,0::2,3] = im[5:H:6,2:W:6]  
+    out[1::2,1::2,3] = im[4:H:6,5:W:6]
+
+    # 5 B
+    out[0::2,0::2,4] = im[2:H:6,2:W:6]  
+    out[0::2,1::2,4] = im[1:H:6,5:W:6]
+    out[1::2,0::2,4] = im[4:H:6,2:W:6]  
+    out[1::2,1::2,4] = im[5:H:6,5:W:6]
+
+    out[:,:,5] = im[1:H:3,0:W:3]
+    out[:,:,6] = im[1:H:3,1:W:3]
+    out[:,:,7] = im[2:H:3,0:W:3]
+    out[:,:,8] = im[2:H:3,1:W:3]
+    return out
+
+	
+sess=tf.Session()
+in_image=tf.placeholder(tf.float32,[None,None,None,9])
+gt_image=tf.placeholder(tf.float32,[None,None,None,3])
+out_image=network(in_image)
+
+
+saver=tf.train.Saver()
+sess.run(tf.global_variables_initializer())
+ckpt=tf.train.get_checkpoint_state(checkpoint_dir)
+if ckpt:
+    print('loaded '+ckpt.model_checkpoint_path)
+    saver.restore(sess,ckpt.model_checkpoint_path)
+
+    
+if not os.path.isdir(result_dir + 'final/'):
+    os.makedirs(result_dir + 'final/')
+
+for test_id in test_ids:
+    #test the first image in each sequence
+    in_files = glob.glob(input_dir + '%05d_00*.RAF'%test_id) 
+    for k in range(len(in_files)):
+        in_path = in_files[k]
+        _, in_fn = os.path.split(in_path)
+        print(in_fn)
+        gt_files = glob.glob(gt_dir + '%05d_00*.RAF'%test_id)
+        gt_path = gt_files[0]
+        _, gt_fn = os.path.split(gt_path)
+        in_exposure =  float(in_fn[9:-5])
+        gt_exposure =  float(gt_fn[9:-5])
+        ratio = min(gt_exposure/in_exposure,300)
+
+        raw = rawpy.imread(in_path)
+        input_full = np.expand_dims(pack_raw(raw),axis=0) *ratio	
+        im = raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+        #scale_full = np.expand_dims(np.float32(im/65535.0),axis = 0)*ratio #scale the low-light image using the same ratio
+        scale_full = np.expand_dims(np.float32(im/65535.0),axis = 0)	
+
+        gt_raw = rawpy.imread(gt_path)
+        im = gt_raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+        gt_full = np.expand_dims(np.float32(im/65535.0),axis = 0)
+
+        input_full = np.minimum(input_full,1.0)
+         
+        output =sess.run(out_image,feed_dict={in_image: input_full})
+        output = np.minimum(np.maximum(output,0),1)
+
+        _,H,W,_= output.shape
+
+        output = output[0,:,:,:]
+        gt_full = gt_full[0,0:H,0:W,:]
+        scale_full = scale_full[0,0:H,0:W,:] 	
+        scale_full = scale_full*np.mean(gt_full)/np.mean(scale_full) # scale the low-light image to the same mean of the groundtruth
+        
+        scipy.misc.toimage(output*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_out.png'%(test_id,ratio))
+        scipy.misc.toimage(scale_full*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_scale.png'%(test_id,ratio))
+        scipy.misc.toimage(gt_full*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_gt.png'%(test_id,ratio))
+
+
diff --git a/test_Sony.py b/test_Sony.py
new file mode 100644
index 0000000..e5815f9
--- /dev/null
+++ b/test_Sony.py
@@ -0,0 +1,173 @@
+#uniform content loss + adaptive threshold + per_class_input + recursive G
+#improvement upon cqf37
+from __future__ import division
+import os,time,scipy.io
+import tensorflow as tf
+import tensorflow.contrib.slim as slim
+from tensorflow.contrib.layers.python.layers import initializers
+import numpy as np
+import pdb
+import rawpy
+import glob
+
+
+input_dir = './dataset/Sony/short/'
+gt_dir = './dataset/Sony/long/'
+checkpoint_dir = './checkpoint/Sony/'
+result_dir = './result_Sony/'
+
+#get train and test IDs
+train_fns = glob.glob(gt_dir + '0*.ARW')
+train_ids = []
+for i in range(len(train_fns)):
+    _, train_fn = os.path.split(train_fns[i])
+    train_ids.append(int(train_fn[0:5]))
+
+test_fns = glob.glob(gt_dir + '/1*.ARW')
+test_ids = []
+for i in range(len(test_fns)):
+    _, test_fn = os.path.split(test_fns[i])
+    test_ids.append(int(test_fn[0:5]))
+
+
+
+ps = 512 #patch size for training
+save_freq = 500
+
+DEBUG = 0
+if DEBUG == 1:
+  save_freq = 2
+  train_ids = train_ids[0:5]
+  test_ids = test_ids[0:5]
+
+
+
+def lrelu(x):
+    return tf.maximum(x*0.2,x)
+
+def upsample_and_concat(x1, x2, output_channels, in_channels):
+
+    pool_size = 2
+    deconv_filter = tf.Variable(tf.truncated_normal( [pool_size, pool_size, output_channels, in_channels], stddev=0.02))
+    deconv = tf.nn.conv2d_transpose(x1, deconv_filter, tf.shape(x2) , strides=[1, pool_size, pool_size, 1] )
+
+    deconv_output =  tf.concat([deconv, x2],3)
+    deconv_output.set_shape([None, None, None, output_channels*2])
+
+    return deconv_output
+
+def network(input):
+    conv1=slim.conv2d(input,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_1')
+    conv1=slim.conv2d(conv1,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_2')
+    pool1=slim.max_pool2d(conv1, [2, 2], padding='SAME' )
+
+    conv2=slim.conv2d(pool1,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_1')
+    conv2=slim.conv2d(conv2,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_2')
+    pool2=slim.max_pool2d(conv2, [2, 2], padding='SAME' )
+
+    conv3=slim.conv2d(pool2,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_1')
+    conv3=slim.conv2d(conv3,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_2')
+    pool3=slim.max_pool2d(conv3, [2, 2], padding='SAME' )
+
+    conv4=slim.conv2d(pool3,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_1')
+    conv4=slim.conv2d(conv4,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_2')
+    pool4=slim.max_pool2d(conv4, [2, 2], padding='SAME' )
+
+    conv5=slim.conv2d(pool4,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_1')
+    conv5=slim.conv2d(conv5,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_2')
+
+    up6 =  upsample_and_concat( conv5, conv4, 256, 512  )
+    conv6=slim.conv2d(up6,  256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_1')
+    conv6=slim.conv2d(conv6,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_2')
+
+    up7 =  upsample_and_concat( conv6, conv3, 128, 256  )
+    conv7=slim.conv2d(up7,  128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_1')
+    conv7=slim.conv2d(conv7,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_2')
+
+    up8 =  upsample_and_concat( conv7, conv2, 64, 128 )
+    conv8=slim.conv2d(up8,  64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_1')
+    conv8=slim.conv2d(conv8,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_2')
+
+    up9 =  upsample_and_concat( conv8, conv1, 32, 64 )
+    conv9=slim.conv2d(up9,  32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_1')
+    conv9=slim.conv2d(conv9,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_2')
+
+    conv10=slim.conv2d(conv9,12,[1,1], rate=1, activation_fn=None, scope='g_conv10')
+    out = tf.depth_to_space(conv10,2)
+    return out
+
+
+def pack_raw(raw):
+    #pack Bayer image to 4 channels
+    im = raw.raw_image_visible.astype(np.float32) 
+    im = np.maximum(im - 512,0)/ (16383 - 512) #subtract the black level
+
+    im = np.expand_dims(im,axis=2) 
+    img_shape = im.shape
+    H = img_shape[0]
+    W = img_shape[1]
+
+    out = np.concatenate((im[0:H:2,0:W:2,:], 
+                       im[0:H:2,1:W:2,:],
+                       im[1:H:2,1:W:2,:],
+                       im[1:H:2,0:W:2,:]), axis=2)
+    return out
+
+
+
+sess=tf.Session()
+in_image=tf.placeholder(tf.float32,[None,None,None,4])
+gt_image=tf.placeholder(tf.float32,[None,None,None,3])
+out_image=network(in_image)
+
+saver=tf.train.Saver()
+sess.run(tf.global_variables_initializer())
+ckpt=tf.train.get_checkpoint_state(checkpoint_dir)
+if ckpt:
+    print('loaded '+ckpt.model_checkpoint_path)
+    saver.restore(sess,ckpt.model_checkpoint_path)
+    
+    
+if not os.path.isdir(result_dir + 'final/'):
+    os.makedirs(result_dir + 'final/')
+
+for test_id in test_ids:
+    #test the first image in each sequence
+    in_files = glob.glob(input_dir + '%05d_00*.ARW'%test_id)
+    for k in range(len(in_files)):
+        in_path = in_files[k]
+        _, in_fn = os.path.split(in_path)
+        print(in_fn)
+        gt_files = glob.glob(gt_dir + '%05d_00*.ARW'%test_id) 
+        gt_path = gt_files[0]
+        _, gt_fn = os.path.split(gt_path)
+        in_exposure =  float(in_fn[9:-5])
+        gt_exposure =  float(gt_fn[9:-5])
+        ratio = min(gt_exposure/in_exposure,300)
+
+        raw = rawpy.imread(in_path)
+        input_full = np.expand_dims(pack_raw(raw),axis=0) *ratio
+        
+        im = raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+        #scale_full = np.expand_dims(np.float32(im/65535.0),axis = 0)*ratio
+        scale_full = np.expand_dims(np.float32(im/65535.0),axis = 0)	
+
+        gt_raw = rawpy.imread(gt_path)
+        im = gt_raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+        gt_full = np.expand_dims(np.float32(im/65535.0),axis = 0)
+
+        input_full = np.minimum(input_full,1.0)
+         
+        output =sess.run(out_image,feed_dict={in_image: input_full})
+        output = np.minimum(np.maximum(output,0),1)
+
+        output = output[0,:,:,:]
+        gt_full = gt_full[0,:,:,:]
+        scale_full = scale_full[0,:,:,:] 	
+        scale_full = scale_full*np.mean(gt_full)/np.mean(scale_full) # scale the low-light image to the same mean of the groundtruth
+        
+        scipy.misc.toimage(output*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_out.png'%(test_id,ratio))
+        scipy.misc.toimage(scale_full*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_scale.png'%(test_id,ratio))
+        scipy.misc.toimage(gt_full*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + 'final/%5d_00_%d_gt.png'%(test_id,ratio))
+
+
diff --git a/train_Fuji.py b/train_Fuji.py
new file mode 100644
index 0000000..629c6cf
--- /dev/null
+++ b/train_Fuji.py
@@ -0,0 +1,237 @@
+from __future__ import division
+import os,time,scipy.io
+import tensorflow as tf
+import tensorflow.contrib.slim as slim
+from tensorflow.contrib.layers.python.layers import initializers
+import numpy as np
+import rawpy
+import glob
+
+input_dir = './dataset/Fuji/short/'
+gt_dir = './dataset/Fuji/long/'
+checkpoint_dir = './checkpoint/Fuji/'
+result_dir = './result_Fuji/'
+
+#get train and test IDs
+train_fns = glob.glob(gt_dir + '0*.RAF')
+train_ids = []
+for i in range(len(train_fns)):
+    _, train_fn = os.path.split(train_fns[i])
+    train_ids.append(int(train_fn[0:5]))
+
+test_fns = glob.glob(gt_dir + '/1*.RAF')
+test_ids = []
+for i in range(len(test_fns)):
+    _, test_fn = os.path.split(test_fns[i])
+    test_ids.append(int(test_fn[0:5]))
+
+
+ps = 512 #patch size for training
+save_freq = 500
+
+
+def lrelu(x):
+    return tf.maximum(x*0.2,x)
+
+def upsample_and_concat(x1, x2, output_channels, in_channels):
+
+    pool_size = 2
+    deconv_filter = tf.Variable(tf.truncated_normal( [pool_size, pool_size, output_channels, in_channels], stddev=0.02))
+    deconv = tf.nn.conv2d_transpose(x1, deconv_filter, tf.shape(x2) , strides=[1, pool_size, pool_size, 1] )
+
+    deconv_output =  tf.concat([deconv, x2],3)
+    deconv_output.set_shape([None, None, None, output_channels*2])
+
+    return deconv_output
+
+def network(input):   #Unet
+    conv1=slim.conv2d(input,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_1')
+    conv1=slim.conv2d(conv1,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_2')
+    pool1=slim.max_pool2d(conv1, [2, 2], padding='SAME' )
+
+    conv2=slim.conv2d(pool1,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_1')
+    conv2=slim.conv2d(conv2,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_2')
+    pool2=slim.max_pool2d(conv2, [2, 2], padding='SAME' )
+
+    conv3=slim.conv2d(pool2,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_1')
+    conv3=slim.conv2d(conv3,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_2')
+    pool3=slim.max_pool2d(conv3, [2, 2], padding='SAME' )
+
+    conv4=slim.conv2d(pool3,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_1')
+    conv4=slim.conv2d(conv4,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_2')
+    pool4=slim.max_pool2d(conv4, [2, 2], padding='SAME' )
+
+    conv5=slim.conv2d(pool4,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_1')
+    conv5=slim.conv2d(conv5,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_2')
+
+    up6 =  upsample_and_concat( conv5, conv4, 256, 512  )
+    conv6=slim.conv2d(up6,  256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_1')
+    conv6=slim.conv2d(conv6,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_2')
+
+    up7 =  upsample_and_concat( conv6, conv3, 128, 256  )
+    conv7=slim.conv2d(up7,  128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_1')
+    conv7=slim.conv2d(conv7,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_2')
+
+    up8 =  upsample_and_concat( conv7, conv2, 64, 128 )
+    conv8=slim.conv2d(up8,  64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_1')
+    conv8=slim.conv2d(conv8,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_2')
+
+    up9 =  upsample_and_concat( conv8, conv1, 32, 64 )
+    conv9=slim.conv2d(up9,  32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_1')
+    conv9=slim.conv2d(conv9,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_2')
+
+    conv10=slim.conv2d(conv9,27,[1,1], rate=1, activation_fn=None, scope='g_conv10')
+    out = tf.depth_to_space(conv10,3)
+    return out
+
+
+def pack_raw(raw):
+    #pack X-Trans image to 9 channels
+    im = raw.raw_image_visible.astype(np.float32)
+    im = np.maximum(im - 1024,0)/ (16383 - 1024) #subtract the black level
+
+    img_shape = im.shape
+    H = (img_shape[0]//6) *6
+    W = (img_shape[1]//6) * 6
+
+    out = np.zeros((H//3,W//3,9))
+    
+    # 0 R
+    out[0::2,0::2,0] = im[0:H:6,0:W:6]  
+    out[0::2,1::2,0] = im[0:H:6,4:W:6]
+    out[1::2,0::2,0] = im[3:H:6,1:W:6]  
+    out[1::2,1::2,0] = im[3:H:6,3:W:6]
+
+    # 1 G
+    out[0::2,0::2,1] = im[0:H:6,2:W:6]  
+    out[0::2,1::2,1] = im[0:H:6,5:W:6]
+    out[1::2,0::2,1] = im[3:H:6,2:W:6]  
+    out[1::2,1::2,1] = im[3:H:6,5:W:6]
+
+    # 1 B
+    out[0::2,0::2,2] = im[0:H:6,1:W:6]  
+    out[0::2,1::2,2] = im[0:H:6,3:W:6]
+    out[1::2,0::2,2] = im[3:H:6,0:W:6]  
+    out[1::2,1::2,2] = im[3:H:6,4:W:6]
+
+    # 4 R
+    out[0::2,0::2,3] = im[1:H:6,2:W:6]  
+    out[0::2,1::2,3] = im[2:H:6,5:W:6]
+    out[1::2,0::2,3] = im[5:H:6,2:W:6]  
+    out[1::2,1::2,3] = im[4:H:6,5:W:6]
+
+    # 5 B
+    out[0::2,0::2,4] = im[2:H:6,2:W:6]  
+    out[0::2,1::2,4] = im[1:H:6,5:W:6]
+    out[1::2,0::2,4] = im[4:H:6,2:W:6]  
+    out[1::2,1::2,4] = im[5:H:6,5:W:6]
+
+    out[:,:,5] = im[1:H:3,0:W:3]
+    out[:,:,6] = im[1:H:3,1:W:3]
+    out[:,:,7] = im[2:H:3,0:W:3]
+    out[:,:,8] = im[2:H:3,1:W:3]
+    return out
+
+	
+sess=tf.Session()
+in_image=tf.placeholder(tf.float32,[None,None,None,9])
+gt_image=tf.placeholder(tf.float32,[None,None,None,3])
+out_image=network(in_image)
+
+G_loss=tf.reduce_mean(tf.abs(out_image - gt_image))
+
+t_vars=tf.trainable_variables()
+lr=tf.placeholder(tf.float32)
+G_opt=tf.train.AdamOptimizer(learning_rate=lr).minimize(G_loss, var_list=[var for var in t_vars if var.name.startswith('g_')])
+
+saver=tf.train.Saver()
+sess.run(tf.global_variables_initializer())
+ckpt=tf.train.get_checkpoint_state(checkpoint_dir)
+if ckpt:
+    print('loaded '+ckpt.model_checkpoint_path)
+    saver.restore(sess,ckpt.model_checkpoint_path)
+
+#Raw data takes long time to load. Keep them in memory after loaded.
+gt_images=[None]*6000
+in_images = {}
+in_images['300'] = [None]*len(train_ids)
+in_images['250'] = [None]*len(train_ids)
+in_images['100'] = [None]*len(train_ids)
+
+g_loss = np.zeros((5000,1))
+
+
+
+allfolders = glob.glob(result_dir + '*0')
+lastepoch = 0
+for folder in allfolders:
+    lastepoch = np.maximum(lastepoch, int(folder[-4:]))
+
+learning_rate = 1e-4
+for epoch in range(lastepoch,4001):
+    if os.path.isdir(result_dir + '%04d'%epoch):
+        continue    
+    cnt=0
+    if epoch > 2000:
+        learning_rate = 1e-5 
+  
+    for ind in np.random.permutation(len(train_ids)):
+        # get the path from image id
+        train_id = train_ids[ind]
+        in_files = glob.glob(input_dir + '%05d_00*.RAF'%train_id)
+        in_path = in_files[np.random.random_integers(0,len(in_files)-1)]
+        _, in_fn = os.path.split(in_path)
+
+        gt_files = glob.glob(gt_dir + '%05d_00*.RAF'%train_id)
+        gt_path = gt_files[0]
+        _, gt_fn = os.path.split(gt_path)
+        in_exposure =  float(in_fn[9:-5])
+        gt_exposure =  float(gt_fn[9:-5])
+        ratio = min(gt_exposure/in_exposure,300)
+          
+        st=time.time()
+        cnt+=1
+
+        if in_images[str(ratio)[0:3]][ind] is None:
+            raw = rawpy.imread(in_path)
+            in_images[str(ratio)[0:3]][ind] = np.expand_dims(pack_raw(raw),axis=0) *ratio
+
+            gt_raw = rawpy.imread(gt_path)
+            im = gt_raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+            gt_images[ind] = np.expand_dims(np.float32(im/65535.0),axis = 0)
+        
+        #crop
+        H = in_images[str(ratio)[0:3]][ind].shape[1]
+        W = in_images[str(ratio)[0:3]][ind].shape[2]
+
+        xx = np.random.randint(0,W-ps)
+        yy = np.random.randint(0,H-ps)
+        input_patch = in_images[str(ratio)[0:3]][ind][:,yy:yy+ps,xx:xx+ps,:]
+        gt_patch = gt_images[ind][:,yy*3:yy*3+ps*3,xx*3:xx*3+ps*3,:]
+       
+        if np.random.randint(2,size=1)[0] == 1:  # random flip 
+            input_patch = np.flip(input_patch, axis=1)
+            gt_patch = np.flip(gt_patch, axis=1)
+        if np.random.randint(2,size=1)[0] == 1: 
+            input_patch = np.flip(input_patch, axis=0)
+            gt_patch = np.flip(gt_patch, axis=0)
+        if np.random.randint(2,size=1)[0] == 1:  # random transpose 
+            input_patch = np.transpose(input_patch, (0,2,1,3))
+            gt_patch = np.transpose(gt_patch, (0,2,1,3))
+        
+        input_patch = np.minimum(input_patch,1.0)
+       
+        _,G_current,output=sess.run([G_opt,G_loss,out_image],feed_dict={in_image:input_patch,gt_image:gt_patch,lr:learning_rate})
+        output = np.minimum(np.maximum(output,0),1)
+        g_loss[ind]=G_current
+ 
+        print('%d %d Loss=%.3f Time=%.3f'%(epoch,cnt,np.mean(g_loss[np.where(g_loss)]),time.time()-st))
+        
+        if epoch%save_freq==0:
+          if not os.path.isdir(result_dir + '%04d'%epoch):
+              os.makedirs(result_dir + '%04d'%epoch)
+          
+          temp = np.concatenate((gt_patch[0,:,:,:],output[0,:,:,:]),axis=1)
+          scipy.misc.toimage(temp*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + '%04d/%05d_00_train_%d.jpg'%(epoch,train_id,ratio))
+
+    saver.save(sess, checkpoint_dir + 'model.ckpt')
\ No newline at end of file
diff --git a/train_Sony.py b/train_Sony.py
new file mode 100644
index 0000000..41a9372
--- /dev/null
+++ b/train_Sony.py
@@ -0,0 +1,220 @@
+#uniform content loss + adaptive threshold + per_class_input + recursive G
+#improvement upon cqf37
+from __future__ import division
+import os,time,scipy.io
+import tensorflow as tf
+import tensorflow.contrib.slim as slim
+from tensorflow.contrib.layers.python.layers import initializers
+import numpy as np
+import pdb
+import rawpy
+import glob
+
+
+input_dir = './dataset/Sony/short/'
+gt_dir = './dataset/Sony/long/'
+checkpoint_dir = './checkpoint/Sony/'
+result_dir = './result_Sony/'
+
+#get train and test IDs
+train_fns = glob.glob(gt_dir + '0*.ARW')
+train_ids = []
+for i in range(len(train_fns)):
+    _, train_fn = os.path.split(train_fns[i])
+    train_ids.append(int(train_fn[0:5]))
+
+test_fns = glob.glob(gt_dir + '/1*.ARW')
+test_ids = []
+for i in range(len(test_fns)):
+    _, test_fn = os.path.split(test_fns[i])
+    test_ids.append(int(test_fn[0:5]))
+
+
+
+ps = 512 #patch size for training
+save_freq = 500
+
+DEBUG = 0
+if DEBUG == 1:
+  save_freq = 2
+  train_ids = train_ids[0:5]
+  test_ids = test_ids[0:5]
+
+
+
+def lrelu(x):
+    return tf.maximum(x*0.2,x)
+
+def upsample_and_concat(x1, x2, output_channels, in_channels):
+
+    pool_size = 2
+    deconv_filter = tf.Variable(tf.truncated_normal( [pool_size, pool_size, output_channels, in_channels], stddev=0.02))
+    deconv = tf.nn.conv2d_transpose(x1, deconv_filter, tf.shape(x2) , strides=[1, pool_size, pool_size, 1] )
+
+    deconv_output =  tf.concat([deconv, x2],3)
+    deconv_output.set_shape([None, None, None, output_channels*2])
+
+    return deconv_output
+
+def network(input):
+    conv1=slim.conv2d(input,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_1')
+    conv1=slim.conv2d(conv1,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv1_2')
+    pool1=slim.max_pool2d(conv1, [2, 2], padding='SAME' )
+
+    conv2=slim.conv2d(pool1,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_1')
+    conv2=slim.conv2d(conv2,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv2_2')
+    pool2=slim.max_pool2d(conv2, [2, 2], padding='SAME' )
+
+    conv3=slim.conv2d(pool2,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_1')
+    conv3=slim.conv2d(conv3,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv3_2')
+    pool3=slim.max_pool2d(conv3, [2, 2], padding='SAME' )
+
+    conv4=slim.conv2d(pool3,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_1')
+    conv4=slim.conv2d(conv4,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv4_2')
+    pool4=slim.max_pool2d(conv4, [2, 2], padding='SAME' )
+
+    conv5=slim.conv2d(pool4,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_1')
+    conv5=slim.conv2d(conv5,512,[3,3], rate=1, activation_fn=lrelu,scope='g_conv5_2')
+
+    up6 =  upsample_and_concat( conv5, conv4, 256, 512  )
+    conv6=slim.conv2d(up6,  256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_1')
+    conv6=slim.conv2d(conv6,256,[3,3], rate=1, activation_fn=lrelu,scope='g_conv6_2')
+
+    up7 =  upsample_and_concat( conv6, conv3, 128, 256  )
+    conv7=slim.conv2d(up7,  128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_1')
+    conv7=slim.conv2d(conv7,128,[3,3], rate=1, activation_fn=lrelu,scope='g_conv7_2')
+
+    up8 =  upsample_and_concat( conv7, conv2, 64, 128 )
+    conv8=slim.conv2d(up8,  64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_1')
+    conv8=slim.conv2d(conv8,64,[3,3], rate=1, activation_fn=lrelu,scope='g_conv8_2')
+
+    up9 =  upsample_and_concat( conv8, conv1, 32, 64 )
+    conv9=slim.conv2d(up9,  32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_1')
+    conv9=slim.conv2d(conv9,32,[3,3], rate=1, activation_fn=lrelu,scope='g_conv9_2')
+
+    conv10=slim.conv2d(conv9,12,[1,1], rate=1, activation_fn=None, scope='g_conv10')
+    out = tf.depth_to_space(conv10,2)
+    return out
+
+
+def pack_raw(raw):
+    #pack Bayer image to 4 channels
+    im = raw.raw_image_visible.astype(np.float32) 
+    im = np.maximum(im - 512,0)/ (16383 - 512) #subtract the black level
+
+    im = np.expand_dims(im,axis=2) 
+    img_shape = im.shape
+    H = img_shape[0]
+    W = img_shape[1]
+
+    out = np.concatenate((im[0:H:2,0:W:2,:], 
+                       im[0:H:2,1:W:2,:],
+                       im[1:H:2,1:W:2,:],
+                       im[1:H:2,0:W:2,:]), axis=2)
+    return out
+
+
+
+sess=tf.Session()
+in_image=tf.placeholder(tf.float32,[None,None,None,4])
+gt_image=tf.placeholder(tf.float32,[None,None,None,3])
+out_image=network(in_image)
+
+G_loss=tf.reduce_mean(tf.abs(out_image - gt_image))
+
+t_vars=tf.trainable_variables()
+lr=tf.placeholder(tf.float32)
+G_opt=tf.train.AdamOptimizer(learning_rate=lr).minimize(G_loss,var_list=[var for var in t_vars if var.name.startswith('g_')])
+
+saver=tf.train.Saver()
+sess.run(tf.global_variables_initializer())
+ckpt=tf.train.get_checkpoint_state(checkpoint_dir)
+if ckpt:
+    print('loaded '+ckpt.model_checkpoint_path)
+    saver.restore(sess,ckpt.model_checkpoint_path)
+
+#Raw data takes long time to load. Keep them in memory after loaded.
+gt_images=[None]*6000
+input_images = {}
+input_images['300'] = [None]*len(train_ids)
+input_images['250'] = [None]*len(train_ids)
+input_images['100'] = [None]*len(train_ids)
+
+g_loss = np.zeros((5000,1))
+
+
+
+allfolders = glob.glob('./result/*0')
+lastepoch = 0
+for folder in allfolders:
+    lastepoch = np.maximum(lastepoch, int(folder[-4:]))
+
+learning_rate = 1e-4
+for epoch in range(lastepoch,4001):
+    if os.path.isdir("result/%04d"%epoch):
+        continue    
+    cnt=0
+    if epoch > 2000:
+        learning_rate = 1e-5 
+  
+    for ind in np.random.permutation(len(train_ids)):
+        # get the path from image id
+        train_id = train_ids[ind]
+        in_files = glob.glob(input_dir + '%05d_00*.ARW'%train_id)
+        in_path = in_files[np.random.random_integers(0,len(in_files)-1)]
+        _, in_fn = os.path.split(in_path)
+
+        gt_files = glob.glob(gt_dir + '%05d_00*.ARW'%train_id)
+        gt_path = gt_files[0]
+        _, gt_fn = os.path.split(gt_path)
+        in_exposure =  float(in_fn[9:-5])
+        gt_exposure =  float(gt_fn[9:-5])
+        ratio = min(gt_exposure/in_exposure,300)
+          
+        st=time.time()
+        cnt+=1
+
+        if input_images[str(ratio)[0:3]][ind] is None:
+            raw = rawpy.imread(in_path)
+            input_images[str(ratio)[0:3]][ind] = np.expand_dims(pack_raw(raw),axis=0) *ratio
+
+            gt_raw = rawpy.imread(gt_path)
+            im = gt_raw.postprocess(use_camera_wb=True, half_size=False, no_auto_bright=True, output_bps=16)
+            gt_images[ind] = np.expand_dims(np.float32(im/65535.0),axis = 0)
+
+         
+        #crop
+        H = input_images[str(ratio)[0:3]][ind].shape[1]
+        W = input_images[str(ratio)[0:3]][ind].shape[2]
+
+        xx = np.random.randint(0,W-ps)
+        yy = np.random.randint(0,H-ps)
+        input_patch = input_images[str(ratio)[0:3]][ind][:,yy:yy+ps,xx:xx+ps,:]
+        gt_patch = gt_images[ind][:,yy*2:yy*2+ps*2,xx*2:xx*2+ps*2,:]
+       
+        if np.random.randint(2,size=1)[0] == 1:  # random flip 
+            input_patch = np.flip(input_patch, axis=1)
+            gt_patch = np.flip(gt_patch, axis=1)
+        if np.random.randint(2,size=1)[0] == 1: 
+            input_patch = np.flip(input_patch, axis=0)
+            gt_patch = np.flip(gt_patch, axis=0)
+        if np.random.randint(2,size=1)[0] == 1:  # random transpose 
+            input_patch = np.transpose(input_patch, (0,2,1,3))
+            gt_patch = np.transpose(gt_patch, (0,2,1,3))
+        
+        input_patch = np.minimum(input_patch,1.0)
+       
+        _,G_current,output=sess.run([G_opt,G_loss,out_image],feed_dict={in_image:input_patch,gt_image:gt_patch,lr:learning_rate})
+        output = np.minimum(np.maximum(output,0),1)
+        g_loss[ind]=G_current
+
+        print("%d %d Loss=%.3f Time=%.3f"%(epoch,cnt,np.mean(g_loss[np.where(g_loss)]),time.time()-st))
+        
+        if epoch%save_freq==0:
+          if not os.path.isdir(result_dir + '%04d'%epoch):
+              os.makedirs(result_dir + '%04d'%epoch)
+          
+          temp = np.concatenate((gt_patch[0,:,:,:],output[0,:,:,:]),axis=1)
+          scipy.misc.toimage(temp*255,  high=255, low=0, cmin=0, cmax=255).save(result_dir + '%04d/%05d_00_train_%d.jpg'%(epoch,train_id,ratio))
+
+    saver.save(sess, checkpoint_dir + 'model.ckpt')
\ No newline at end of file