From e0b4774dd0d68b8b234935321b9b075943cb5ada Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:36:24 +0800 Subject: [PATCH 01/30] Update index.md --- results/index.md | 65 ++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 63 insertions(+), 2 deletions(-) diff --git a/results/index.md b/results/index.md index 96ce61c..a555df5 100644 --- a/results/index.md +++ b/results/index.md @@ -1,4 +1,4 @@ -# Your Name (id) +# 105061634 邱煜淵 (id) #Project 5: Deep Classification @@ -14,7 +14,68 @@ The project is related to 2. Two ``` -Code highlights +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +C3_concate = tf.concat([C1_Pool, C3_Conv],3) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,100,128]) + b4 = bias([128]) + Conv4 = conv2d(C3_concate, W4)+b4 + Conv4_BN = BN(Conv4, 128) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,128,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +C5_concate = tf.concat([C2_Pool, C5_Conv],3) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,256,256]) + b9 = bias([256]) + Conv6 = conv2d(C5_concate, W9)+b9 + Conv6_BN = BN(Conv6, 256) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('C7_Conv'): + W10 = weight([3,3,256,256]) + b10 = bias([256]) + Conv7 = conv2d(C3_Pool, W10)+b10 + Conv7_BN = BN(Conv7, 256) + C7_Conv = tf.nn.relu(Conv7_BN) +C7_concate = tf.concat([C3_Pool, C7_Conv],3) +with tf.name_scope('C8_Conv'): + W11 = weight([3,3,512,512]) + b11 = bias([512]) + Conv8 = conv2d(C7_concate, W11)+b11 + Conv8_BN = BN(Conv8, 512) + C8_Conv = tf.nn.relu(Conv8_BN) +with tf.name_scope('C4_Pool'): + C4_Pool = max_pooling(C8_Conv) ``` ## Installation From 3e4694f3ed021028f9634aaff5f737351f009ed5 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:44:23 +0800 Subject: [PATCH 02/30] Update index.md --- results/index.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/results/index.md b/results/index.md index a555df5..fef076d 100644 --- a/results/index.md +++ b/results/index.md @@ -3,7 +3,7 @@ #Project 5: Deep Classification ## Overview -The project is related to +The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). > quote @@ -11,7 +11,8 @@ The project is related to 1. One * item * item -2. Two + +2. spotlight code ``` with tf.name_scope('C1_Conv'): From 2c5aeece184611efdf2da8e2f526488e682dc077 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:48:56 +0800 Subject: [PATCH 03/30] Update index.md --- results/index.md | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/results/index.md b/results/index.md index fef076d..d97e892 100644 --- a/results/index.md +++ b/results/index.md @@ -1,4 +1,4 @@ -# 105061634 邱煜淵 (id) +# 邱煜淵 (105061634) #Project 5: Deep Classification @@ -81,8 +81,16 @@ with tf.name_scope('C4_Pool'): ## Installation * Other required packages. + python2.7 + tensorflow + numpy + PIL * How to compile from source? - + First, you must resize the input image. + $ python data_resize.py + Than you can chose which task you want to train. + $ python train.py or $ python train_obj.py + ### Results From e33076308fc9ada0f0b2354230f140ae576233d1 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:50:16 +0800 Subject: [PATCH 04/30] Update index.md --- results/index.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/results/index.md b/results/index.md index d97e892..f72ac5e 100644 --- a/results/index.md +++ b/results/index.md @@ -87,10 +87,16 @@ with tf.name_scope('C4_Pool'): PIL * How to compile from source? First, you must resize the input image. + $ python data_resize.py + Than you can chose which task you want to train. + $ python train.py or $ python train_obj.py + Last, you can test your model. + + $ python test.py ### Results
From 0b507817a0ba89db94e811fe6e77086993e174a0 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:53:51 +0800 Subject: [PATCH 05/30] Update index.md --- results/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/results/index.md b/results/index.md index f72ac5e..b5d648e 100644 --- a/results/index.md +++ b/results/index.md @@ -88,15 +88,15 @@ with tf.name_scope('C4_Pool'): * How to compile from source? First, you must resize the input image. - $ python data_resize.py + >$ python data_resize.py< Than you can chose which task you want to train. - $ python train.py or $ python train_obj.py + >$ python train.py or $ python train_obj.py Last, you can test your model. - $ python test.py + >$ python test.py ### Results
From cb72341c04717651089f33d7a4da60033e3930ef Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:54:23 +0800 Subject: [PATCH 06/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index b5d648e..2136dab 100644 --- a/results/index.md +++ b/results/index.md @@ -88,7 +88,7 @@ with tf.name_scope('C4_Pool'): * How to compile from source? First, you must resize the input image. - >$ python data_resize.py< + >$ python data_resize.py Than you can chose which task you want to train. From 61514c893e6929555829c9346af9ffc08083f925 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:54:54 +0800 Subject: [PATCH 07/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 2136dab..6731593 100644 --- a/results/index.md +++ b/results/index.md @@ -81,7 +81,7 @@ with tf.name_scope('C4_Pool'): ## Installation * Other required packages. - python2.7 + numpy + numpy - numpy + numpy -
python2.7 tensorflow numpy PIL From 37c30a6587c544cbbf24457a2612ec5fddb27ff1 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:55:30 +0800 Subject: [PATCH 08/30] Update index.md --- results/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/results/index.md b/results/index.md index 6731593..0455f64 100644 --- a/results/index.md +++ b/results/index.md @@ -82,9 +82,9 @@ with tf.name_scope('C4_Pool'): ## Installation * Other required packages. python2.7 - tensorflow - numpy - PIL + tensorflow +
PIL * How to compile from source? First, you must resize the input image. From cde5125001a272209eab77a02b7876d0bdeb27d5 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:56:20 +0800 Subject: [PATCH 09/30] Update index.md --- results/index.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/results/index.md b/results/index.md index 0455f64..9acc3bf 100644 --- a/results/index.md +++ b/results/index.md @@ -81,10 +81,10 @@ with tf.name_scope('C4_Pool'): ## Installation * Other required packages. - python2.7 - tensorflow -
PIL + python2.7 + tensorflow +
PIL * How to compile from source? First, you must resize the input image. From 9ea5891cbb2593206da458d7f51fe3ae4bad1183 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 11:59:23 +0800 Subject: [PATCH 10/30] Update index.md --- results/index.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/results/index.md b/results/index.md index 9acc3bf..cae623f 100644 --- a/results/index.md +++ b/results/index.md @@ -81,12 +81,12 @@ with tf.name_scope('C4_Pool'): ## Installation * Other required packages. - python2.7 - tensorflow -
PIL + * python2.7 + * tensorflow + * numpy + * PIL * How to compile from source? - First, you must resize the input image. +

First, you must resize the input image.

>$ python data_resize.py From 416d842429d07185bb3e290e3fe44cb18a813156 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 12:02:28 +0800 Subject: [PATCH 11/30] Update index.md --- results/index.md | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/results/index.md b/results/index.md index cae623f..13c7cda 100644 --- a/results/index.md +++ b/results/index.md @@ -4,15 +4,12 @@ ## Overview The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). -> quote +> quote https://github.com/CEDL2017/homework1 ## Implementation -1. One - * item - * item - -2. spotlight code + +### spotlight code ``` with tf.name_scope('C1_Conv'): From 344d672cf167804e73d8c166d67827dec4bde62d Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 15:39:47 +0800 Subject: [PATCH 12/30] Add files via upload --- results/data_resize.py | 199 +++++++++++++++ results/multiple_acc.jpg | Bin 0 -> 33052 bytes results/multiple_loss.jpg | Bin 0 -> 23798 bytes results/read_data.py | 502 ++++++++++++++++++++++++++++++++++++++ results/read_data_FA.py | 206 ++++++++++++++++ results/read_data_ges.py | 205 ++++++++++++++++ results/read_data_obj.py | 206 ++++++++++++++++ results/test.py | 182 ++++++++++++++ results/train.py | 245 +++++++++++++++++++ results/train_FA.py | 164 +++++++++++++ results/train_ges.py | 196 +++++++++++++++ results/train_obj.py | 189 ++++++++++++++ 12 files changed, 2294 insertions(+) create mode 100644 results/data_resize.py create mode 100644 results/multiple_acc.jpg create mode 100644 results/multiple_loss.jpg create mode 100644 results/read_data.py create mode 100644 results/read_data_FA.py create mode 100644 results/read_data_ges.py create mode 100644 results/read_data_obj.py create mode 100644 results/test.py create mode 100644 results/train.py create mode 100644 results/train_FA.py create mode 100644 results/train_ges.py create mode 100644 results/train_obj.py diff --git a/results/data_resize.py b/results/data_resize.py new file mode 100644 index 0000000..f236bc4 --- /dev/null +++ b/results/data_resize.py @@ -0,0 +1,199 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Oct 3 15:32:52 2017 + +@author: nvlab +""" + +# -*- coding: utf-8 -*- +""" +Created on Sat Sep 30 12:13:40 2017 + +@author: nvlab +""" + +# -*- coding: utf-8 -*- +""" +Created on Sat Sep 23 15:58:21 2017 + +@author: nvlab +""" + +import numpy as np +from PIL import Image +import scipy.misc + +global num_house1_L,num_house2_L,num_house3_L,num_lab1_L,num_lab2_L,num_lab3_L,num_lab4_L +global num_house1_R,num_house2_R,num_house3_R,num_lab1_R,num_lab2_R,num_lab3_R,num_lab4_R +global num_off1_R, num_off2_R, num_off3_R, num_off1_L, num_off2_L, num_off3_L +global img_path +num_house1_L = 1 +num_off1_L = 1 +num_off1_R = 1 +num_house2_L = 1 +num_off2_L = 1 +num_off2_R = 1 +num_house3_L = 1 +num_off3_L = 1 +num_off3_R = 1 +num_lab1_L = 1 +num_lab2_L = 1 +num_lab3_L = 1 +num_lab4_L = 1 +num_house1_R = 1 +num_house2_R = 1 +num_house3_R = 1 +num_lab1_R = 1 +num_lab2_R = 1 +num_lab3_R = 1 +num_lab4_R = 1 +def read_data(batch): + + global num_house1_L,num_house2_L,num_house3_L,num_lab1_L,num_lab2_L,num_lab3_L,num_lab4_L + global num_house1_R,num_house2_R,num_house3_R,num_lab1_R,num_lab2_R,num_lab3_R,num_lab4_R + global num_off1_R, num_off2_R, num_off3_R, num_off1_L, num_off2_L, num_off3_L + global img_path + for i in range(batch): + if num_house1_L<=831: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/1/Lhand/Image%s.png"%(num_house1_L) + num_house1_L+=1 + elif num_house1_R<=831: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/1/Rhand/Image%s.png"%(num_house1_R) + num_house1_R+=1 + elif num_house2_L<=988: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/2/Lhand/Image%s.png"%(num_house2_L) + num_house2_L+=1 + elif num_house2_R<=988: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/2/Rhand/Image%s.png"%(num_house2_R) + num_house2_R+=1 + elif num_house3_L<=1229: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/3/Lhand/Image%s.png"%(num_house3_L) + num_house3_L+=1 + elif num_house3_R<=1229: + img_path = "../../../../Disk2/cedl/handcam/frames/train/house/3/Rhand/Image%s.png"%(num_house3_R) + num_house3_R+=1 + elif num_lab1_L<=501: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/1/Lhand/Image%s.png"%(num_lab1_L) + num_lab1_L+=1 + elif num_lab1_R<=501: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/1/Rhand/Image%s.png"%(num_lab1_R) + num_lab1_R+=1 + elif num_lab2_L<=589: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/2/Lhand/Image%s.png"%(num_lab2_L) + num_lab2_L+=1 + elif num_lab2_R<=589: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/2/Rhand/Image%s.png"%(num_lab2_R) + num_lab2_R+=1 + elif num_lab3_L<=730: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/3/Lhand/Image%s.png"%(num_lab3_L) + num_lab3_L+=1 + elif num_lab3_R<=730: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/3/Rhand/Image%s.png"%(num_lab3_R) + num_lab3_R+=1 + elif num_lab4_L<=660: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/4/Lhand/Image%s.png"%(num_lab4_L) + num_lab4_L+=1 + elif num_lab4_R<=660: + img_path = "../../../../Disk2/cedl/handcam/frames/train/lab/4/Rhand/Image%s.png"%(num_lab4_R) + num_lab4_R+=1 + elif num_off1_L<=745: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/1/Lhand/Image%s.png"%(num_off1_L) + num_off1_L+=1 + elif num_off1_R<=745: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/1/Rhand/Image%s.png"%(num_off1_R) + num_off1_R+=1 + elif num_off2_L<=572: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/2/Lhand/Image%s.png"%(num_off2_L) + num_off2_L+=1 + elif num_off2_R<=572: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/2/Rhand/Image%s.png"%(num_off2_R) + num_off2_R+=1 + elif num_off3_L<=651: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/3/Lhand/Image%s.png"%(num_off3_L) + num_off3_L+=1 + elif num_off3_R<=651: + img_path = "../../../../Disk2/cedl/handcam/frames/train/office/3/Rhand/Image%s.png"%(num_off3_R) + num_off3_R+=1 + img = Image.open(img_path) + img = np.array(img) + x_img = np.resize(img, [128,248,3]) + x_img = x_img/255.0 + + scipy.misc.imsave('frames_resize/Image%s.png'%i, x_img) + +def read_data_test(batch): + + global num_house1_L,num_house2_L,num_house3_L,num_lab1_L,num_lab2_L,num_lab3_L,num_lab4_L + global num_house1_R,num_house2_R,num_house3_R,num_lab1_R,num_lab2_R,num_lab3_R,num_lab4_R + global num_off1_R, num_off2_R, num_off3_R, num_off1_L, num_off2_L, num_off3_L + global img_path + for i in range(batch): + if num_house1_L<=830: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/1/Lhand/Image%s.png"%(num_house1_L) + num_house1_L+=1 + elif num_house1_R<=830: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/1/Rhand/Image%s.png"%(num_house1_R) + num_house1_R+=1 + elif num_house2_L<=887: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/2/Lhand/Image%s.png"%(num_house2_L) + num_house2_L+=1 + elif num_house2_R<=887: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/2/Rhand/Image%s.png"%(num_house2_R) + num_house2_R+=1 + elif num_house3_L<=929: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/3/Lhand/Image%s.png"%(num_house3_L) + num_house3_L+=1 + elif num_house3_R<=929: + img_path = "../../../../Disk2/cedl/handcam/frames/test/house/3/Rhand/Image%s.png"%(num_house3_R) + num_house3_R+=1 + elif num_lab1_L<=539: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/1/Lhand/Image%s.png"%(num_lab1_L) + num_lab1_L+=1 + elif num_lab1_R<=539: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/1/Rhand/Image%s.png"%(num_lab1_R) + num_lab1_R+=1 + elif num_lab2_L<=658: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/2/Lhand/Image%s.png"%(num_lab2_L) + num_lab2_L+=1 + elif num_lab2_R<=658: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/2/Rhand/Image%s.png"%(num_lab2_R) + num_lab2_R+=1 + elif num_lab3_L<=467: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/3/Lhand/Image%s.png"%(num_lab3_L) + num_lab3_L+=1 + elif num_lab3_R<=467: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/3/Rhand/Image%s.png"%(num_lab3_R) + num_lab3_R+=1 + elif num_lab4_L<=503: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/4/Lhand/Image%s.png"%(num_lab4_L) + num_lab4_L+=1 + elif num_lab4_R<=503: + img_path = "../../../../Disk2/cedl/handcam/frames/test/lab/4/Rhand/Image%s.png"%(num_lab4_R) + num_lab4_R+=1 + elif num_off1_L<=590: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/1/Lhand/Image%s.png"%(num_off1_L) + num_off1_L+=1 + elif num_off1_R<=590: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/1/Rhand/Image%s.png"%(num_off1_R) + num_off1_R+=1 + elif num_off2_L<=419: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/2/Lhand/Image%s.png"%(num_off2_L) + num_off2_L+=1 + elif num_off2_R<=419: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/2/Rhand/Image%s.png"%(num_off2_R) + num_off2_R+=1 + elif num_off3_L<=566: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/3/Lhand/Image%s.png"%(num_off3_L) + num_off3_L+=1 + elif num_off3_R<=566: + img_path = "../../../../Disk2/cedl/handcam/frames/test/office/3/Rhand/Image%s.png"%(num_off3_R) + num_off3_R+=1 + img = Image.open(img_path) + img = np.array(img) + x_img = np.resize(img, [128,248,3]) + x_img = x_img/255.0 + + scipy.misc.imsave('test_resize/Image%s.png'%i, x_img) + +read_data_test(12776) +read_data(14992) \ No newline at end of file diff --git a/results/multiple_acc.jpg b/results/multiple_acc.jpg new file mode 100644 index 0000000000000000000000000000000000000000..01ce33ad0d578f03a4af3d6ab0bc5072d2e01364 GIT binary patch literal 33052 zcmce81z20#wr(i2IFtg#3q^`UafbrMi)-1&VudDDI>bcXxMpmn3g> zpZm^zd!Kjiz3<%nz3{Dk32SDqj5&w=;~!%MF^yOTJ(ic2lLjFnfj~&W9|!>l5i5#o zyb+h6l6_}yW@}C*|Y;EvnK}JFSEf>-Qci=$ALwWd| zGs|1iX}Hvm2~C_wFrLzKuh5>{%g0ZjgN8WsXUuqojf%fh5Xvyr%ZgU!{fO(V5 zigA`|hBQ60KCk>W7qY4+MS)Hea;W|y3=akfA08akq?+?=tnWOmVltG|U(u9NvzE08 z*+kp&mx>`F5ELZ;tj38Z(#e2yt||p0_@6$s-116vcNDQ)SWX9Cnv!cBSCwiy)&I!O z=-!(59N){I>&q?8wl`dzS$)#^PGVy`EDWh915-oGFtto~S9^4(3wxcbgS5BD$^OJU 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learning_rate = learning_rate*0.1 + + test_x,test_label = read_data.read_data_test(batchSize) + obj_loss, obj_acc = sess.run([obj_loss_function, obj_accuracy], + feed_dict={x:test_x, y_label: test_label}) + ges_loss, ges_acc = sess.run([ges_loss_function, ges_accuracy], + feed_dict={x:test_x, y_label: test_label}) + FA_loss, FA_acc = sess.run([FA_loss_function, FA_accuracy], + feed_dict={x:test_x, y_label: test_label}) + + epoch_list.append(epoch) + obj_loss_list.append(obj_loss) + obj_accuracy_list.append(obj_acc) + ges_loss_list.append(ges_loss) + ges_accuracy_list.append(ges_acc) + FA_loss_list.append(FA_loss) + FA_accuracy_list.append(FA_acc) + print("Train Epoch:", '%02d'%(epoch+1), + "Obj Loss=", "{:.9f}".format(obj_loss),"Obj Accuracy=","{:.9f}".format(obj_acc), + "Ges Loss=", "{:.9f}".format(ges_loss),"Ges Accuracy=","{:.9f}".format(ges_acc), + "FA Loss=", "{:.9f}".format(FA_loss),"FA Accuracy=","{:.9f}".format(FA_acc)) + sess.close() + +duration = time()-startTime +print("Train Finished take:", duration) \ No newline at end of file diff --git a/results/train_FA.py b/results/train_FA.py new file mode 100644 index 0000000..cc76a63 --- /dev/null +++ b/results/train_FA.py @@ -0,0 +1,164 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed Oct 4 15:29:09 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_FA +import numpy as np + +trainEpoch = 30 +batchSize = 64 +totalBatchs = int(14992/batchSize) +learning_rate=0.00001 +epoch_list=[] +accuracy_list=[] +loss_list=[] + + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,64,64]) + b4 = bias([64]) + Conv4 = conv2d(C3_Conv, W4)+b4 + Conv4_BN = BN(Conv4, 64) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,64,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,128,128]) + b9 = bias([128]) + Conv6 = conv2d(C5_Conv, W9)+b9 + Conv6_BN = BN(Conv6, 128) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C3_Pool, [-1,63488]) + +with tf.name_scope('D_Hidden_Layer'): + W5 = weight([63488, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 2]) + b7 = bias([2]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 2], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + + +startTime = time() +saver = tf.train.Saver(tf.all_variables()) +f = open('FA.txt','a') +with tf.Session() as sess: + + sess.run(tf.global_variables_initializer()) + print("start training") + for epoch in range(trainEpoch): + for i in range(0, totalBatchs): + images_x, batch_y = read_data_FA.read_data(batchSize) + + sess.run(optimizer, feed_dict={x:images_x, y_label:batch_y}) + save_path = saver.save(sess, "./model/model_FA.ckpt") + + if epoch >20: + learning_rate = learning_rate*0.1 + + val_x, test_y = read_data_FA.read_data_test(batchSize) + loss, acc = sess.run([loss_function, accuracy], + feed_dict={x:val_x, y_label: test_y}) + +# epoch_list.append(epoch) +# loss_list.append(loss) +# accuracy_list.append(acc) + f.write(str(epoch)+"\n") + f.write(str(loss)+"\n") + f.write(str(acc)+"\n") + print("Train Epoch:", '%02d'%(epoch+1), + "Loss=", "{:.9f}".format(loss), + "Accuracy=", acc) + sess.close() + +duration = time()-startTime +print("Train Finished take:", duration) \ No newline at end of file diff --git a/results/train_ges.py b/results/train_ges.py new file mode 100644 index 0000000..cb9b124 --- /dev/null +++ b/results/train_ges.py @@ -0,0 +1,196 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed Oct 4 15:15:07 2017 + +@author: nvlab +""" + +# -*- coding: utf-8 -*- +""" +Created on Sat Sep 30 12:13:38 2017 + +@author: nvlab +""" + +# -*- coding: utf-8 -*- +""" +Created on Sun Sep 24 19:44:11 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_ges +import numpy as np + +trainEpoch = 60 +batchSize = 64 +totalBatchs = int(14992/batchSize) +learning_rate=0.0001 +epoch_list=[] +accuracy_list=[] +loss_list=[] + + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +C3_concate = tf.concat([C1_Pool, C3_Conv],3) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,100,64]) + b4 = bias([64]) + Conv4 = conv2d(C3_concate, W4)+b4 + Conv4_BN = BN(Conv4, 64) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,64,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +C5_concate = tf.concat([C2_Pool, C5_Conv],3) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,192,128]) + b9 = bias([128]) + Conv6 = conv2d(C5_concate, W9)+b9 + Conv6_BN = BN(Conv6, 128) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('C7_Conv'): + W10 = weight([3,3,128,256]) + b10 = bias([256]) + Conv7 = conv2d(C3_Pool, W10)+b10 + Conv7_BN = BN(Conv7, 256) + C7_Conv = tf.nn.relu(Conv7_BN) +C7_concate = tf.concat([C3_Pool, C7_Conv],3) +with tf.name_scope('C8_Conv'): + W11 = weight([3,3,384,256]) + b11 = bias([256]) + Conv8 = conv2d(C7_concate, W11)+b11 + Conv8_BN = BN(Conv8, 256) + C8_Conv = tf.nn.relu(Conv8_BN) +with tf.name_scope('C4_Pool'): + C4_Pool = max_pooling(C8_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C4_Pool, [-1,32768]) + +with tf.name_scope('D_Hidden1_Layer'): + W5 = weight([32768, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden2_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 13]) + b7 = bias([13]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 13], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + + +startTime = time() +saver = tf.train.Saver(tf.all_variables()) +f = open('ges.txt','a') +with tf.Session() as sess: + + sess.run(tf.global_variables_initializer()) + print("start training") + for epoch in range(trainEpoch): + for i in range(0, totalBatchs): + images_x, batch_y = read_data_ges.read_data(batchSize) + + sess.run(optimizer, feed_dict={x:images_x, y_label:batch_y}) + save_path = saver.save(sess, "./model/model_ges.ckpt") + + if epoch >25: + learning_rate = learning_rate*0.1 + val_x, test_y = read_data_ges.read_data_test(batchSize) + loss, acc = sess.run([loss_function, accuracy], + feed_dict={x:val_x, y_label: test_y}) + +# epoch_list.append(epoch) +# loss_list.append(loss) +# accuracy_list.append(acc)f.write(epoch) + f.write(str(epoch)+"\n") + f.write(str(loss)+"\n") + f.write(str(acc)+"\n") + print("Train Epoch:", '%02d'%(epoch+1), + "Loss=", "{:.9f}".format(loss), + "Accuracy=", acc) + + sess.close() + +duration = time()-startTime +print("Train Finished take:", duration) \ No newline at end of file diff --git a/results/train_obj.py b/results/train_obj.py new file mode 100644 index 0000000..c1ce68f --- /dev/null +++ b/results/train_obj.py @@ -0,0 +1,189 @@ +# -*- coding: utf-8 -*- +""" +Created on Sat Sep 30 12:13:38 2017 + +@author: nvlab +""" + +# -*- coding: utf-8 -*- +""" +Created on Sun Sep 24 19:44:11 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_obj +import numpy as np + +trainEpoch = 50 +batchSize = 64 +totalBatchs = int(14992/batchSize) +learning_rate=0.00005 +epoch_list=[] +accuracy_list=[] +loss_list=[] + + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +C3_concate = tf.concat([C1_Pool, C3_Conv],3) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,100,128]) + b4 = bias([128]) + Conv4 = conv2d(C3_concate, W4)+b4 + Conv4_BN = BN(Conv4, 128) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,128,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +C5_concate = tf.concat([C2_Pool, C5_Conv],3) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,256,256]) + b9 = bias([256]) + Conv6 = conv2d(C5_concate, W9)+b9 + Conv6_BN = BN(Conv6, 256) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('C7_Conv'): + W10 = weight([3,3,256,256]) + b10 = bias([256]) + Conv7 = conv2d(C3_Pool, W10)+b10 + Conv7_BN = BN(Conv7, 256) + C7_Conv = tf.nn.relu(Conv7_BN) +C7_concate = tf.concat([C3_Pool, C7_Conv],3) +with tf.name_scope('C8_Conv'): + W11 = weight([3,3,512,512]) + b11 = bias([512]) + Conv8 = conv2d(C7_concate, W11)+b11 + Conv8_BN = BN(Conv8, 512) + C8_Conv = tf.nn.relu(Conv8_BN) +with tf.name_scope('C4_Pool'): + C4_Pool = max_pooling(C8_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C4_Pool, [-1,65536]) + +with tf.name_scope('D_Hidden1_Layer'): + W5 = weight([65536, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden2_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 24]) + b7 = bias([24]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 24], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + + +startTime = time() +saver = tf.train.Saver(tf.all_variables()) +f = open('obj.txt','a') +with tf.Session() as sess: + + sess.run(tf.global_variables_initializer()) + print("start training") + n = 0 + for epoch in range(trainEpoch): + for i in range(0, totalBatchs): + images_x, batch_y = read_data_obj.read_data(batchSize) + + sess.run(optimizer, feed_dict={x:images_x, y_label:batch_y}) + save_path = saver.save(sess, "./model/model_obj.ckpt") + + if epoch >20: + learning_rate = learning_rate*0.1 + val_x, test_y = read_data_obj.read_data_test(batchSize) + loss, acc = sess.run([loss_function, accuracy], + feed_dict={x:val_x, y_label: test_y}) + +# epoch_list.append(epoch) +# loss_list.append(loss) +# accuracy_list.append(acc)f.write(epoch) + f.write(str(epoch)+"\n") + f.write(str(loss)+"\n") + f.write(str(acc)+"\n") + print("Train Epoch:", '%02d'%(epoch+1), + "Loss=", "{:.9f}".format(loss), + "Accuracy=", acc) + sess.close() + +duration = time()-startTime +print("Train Finished take:", duration) \ No newline at end of file From c6d0362a7dc2cec945135867c710555c8bdd9e4d Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 15:41:11 +0800 Subject: [PATCH 13/30] Update index.md --- results/index.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/results/index.md b/results/index.md index 13c7cda..9a9a999 100644 --- a/results/index.md +++ b/results/index.md @@ -99,8 +99,8 @@ with tf.name_scope('C4_Pool'): From f8541fe94d454a379f4f1ff961284b70cb23a639 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 21:10:53 +0800 Subject: [PATCH 14/30] Add files via upload --- results/FA.png | Bin 0 -> 68421 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 results/FA.png diff --git a/results/FA.png b/results/FA.png new file mode 100644 index 0000000000000000000000000000000000000000..c2ae627b74fe20690bc9a51ebadd8278c9b961e9 GIT binary patch literal 68421 zcmeFYWmJ@1^fx?14n2T$4IxMM7T|MzI4{C~g> z!EyYS{q(YOatq}HlD0cCq+kv8ssCBN{?{z5tatq>c@4Kt68)~unIAkL`)KH8%}-wj zJit+ie0mBO?Fs@Cq@<)Cm-}5rHy_`>UpzSJV)Bn-@;ik>_C|G#OvZ~}JiNI)NWP@T zegqHx9sq-bA409Bu@V-xbyS8P;LqlQNEZCBSN-=|33!cX>OGY`t$>qB(@9I0g5dD(aZ3aen*$ebCa9 znakF1QVFla=Ikf$OYNs?;~46|{NUpMSR+^t7$OQ7%lJ=)b$CQX%g9#^r-gRBLftYJ 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index 9a9a999..fe89474 100644 --- a/results/index.md +++ b/results/index.md @@ -111,7 +111,7 @@ with tf.name_scope('C4_Pool'): - + From e8e6ee5c1d7e2015b23c7fc8c915235d092671db Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 23:22:23 +0800 Subject: [PATCH 16/30] Update index.md --- results/index.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/results/index.md b/results/index.md index fe89474..0d944b0 100644 --- a/results/index.md +++ b/results/index.md @@ -8,8 +8,12 @@ The project is related to object classification. There are two different case. O ## Implementation - -### spotlight code +### Result +

Average FA loss : 0.743 +

Average FA accuracy : 0.509 +

+ +### Spotlight code ``` with tf.name_scope('C1_Conv'): From 2cfda62fb0573edaedecfca9383a49b58ac34929 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 23:35:00 +0800 Subject: [PATCH 17/30] Add files via upload --- results/ges.jpg | Bin 0 -> 37065 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 results/ges.jpg diff --git a/results/ges.jpg b/results/ges.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4a020a32e01c772e68a4a958f8b1f5828c386684 GIT binary patch literal 37065 zcmeFZ1yo$ivIe|yCxHOLb&wzl?iw5d1cF;|8{9QmAUF&J2u^S(xNC5Ny9Rd;68xWY z-n;jlwCYRH9G*h#&2Rks5OIsU0y`KX_ z0c1o(Bt!&cBqSsh6l7F%91L_cG;{*&M-OmF2+2rE2#JZwK~HJPDH*AViRrkWFfy~S zv$K=Y@(6IV@;_x`XZ?i;34tEEqT} znEMWZ3@RW3%&#xtzh5x0aPSC-NXRItXwU{#4*^&hI5=2%I0OWEcxY=c==T6T76LW} ziwNQ)MSUbnI~-PD$VX(V=VfiUN+U-gHUoP<6jZ#&_ymO1G_-V2=-D|qxwv_FMa9G= zB&DQfUMZ`ns;O&e8X6g!n3|beI5;{vySTc!`@ancd>0fP5*_nCHZJ}{LSjZ{R(4Kq 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zixHIb@$!|^iC;F=<4=8f*{O7DG)W20Q(PJfSgb-Qqg(G7$2{{hRsDCBc_ouzjt_Dn zJ{9P)v_7n)r6!)asoYJQA(stcMpZ|!RboU0p)K>7ag2bX+`PWkKP4FWt%SgT+s{Zo ttBWk@kL8rtFRb;~c(sSNqtkqqDN6i Date: Thu, 12 Oct 2017 23:35:37 +0800 Subject: [PATCH 18/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 0d944b0..478baad 100644 --- a/results/index.md +++ b/results/index.md @@ -105,7 +105,7 @@ with tf.name_scope('C4_Pool'):

From e9e122551837bd0df332f5866f7c729a69068a0d Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 23:39:50 +0800 Subject: [PATCH 19/30] Update index.md --- results/index.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 478baad..a47deee 100644 --- a/results/index.md +++ b/results/index.md @@ -11,7 +11,11 @@ The project is related to object classification. There are two different case. O ### Result

Average FA loss : 0.743

Average FA accuracy : 0.509 -

+ > use shallower network +

Average Ges loss : 2.176 +

Average Ges accuracy : 0.547 +

Average Obj loss : 2.268 +

Average Obj accuracy : 0.538 ### Spotlight code From 9a2512c9fe2aa17b16afb351a8ec017c3de55da7 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 23:43:37 +0800 Subject: [PATCH 20/30] Update index.md --- results/index.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/results/index.md b/results/index.md index a47deee..543cea2 100644 --- a/results/index.md +++ b/results/index.md @@ -3,15 +3,14 @@ #Project 5: Deep Classification ## Overview -The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). +The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). Some experiments are not already finish so I will make up its. > quote https://github.com/CEDL2017/homework1 ## Implementation ### Result

Average FA loss : 0.743 -

Average FA accuracy : 0.509 - > use shallower network +

Average FA accuracy : 0.509 (use shallower network)

Average Ges loss : 2.176

Average Ges accuracy : 0.547

Average Obj loss : 2.268 From 7a0af57071d19ca0b87d895d7042c883052c4198 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Thu, 12 Oct 2017 23:44:32 +0800 Subject: [PATCH 21/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 543cea2..a4255be 100644 --- a/results/index.md +++ b/results/index.md @@ -3,7 +3,7 @@ #Project 5: Deep Classification ## Overview -The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). Some experiments are not already finish so I will make up its. +The project is related to object classification. There are two different case. One is every task has itself model. The other is just one model handle multiple task (Obj, Ged and FA). Some experiments photos are not already finish so I will make up its as soon. > quote https://github.com/CEDL2017/homework1 From 4a5a95e8123fda578ad706d34e18992684e8d9c9 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Fri, 13 Oct 2017 12:34:29 +0800 Subject: [PATCH 22/30] Update index.md --- results/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/results/index.md b/results/index.md index a4255be..2694a2c 100644 --- a/results/index.md +++ b/results/index.md @@ -10,9 +10,9 @@ The project is related to object classification. There are two different case. O ## Implementation ### Result

Average FA loss : 0.743 -

Average FA accuracy : 0.509 (use shallower network) -

Average Ges loss : 2.176 -

Average Ges accuracy : 0.547 +

Average FA accuracy : 0.509 (use shallower network, train 50 epoch) +

Average Ges loss : 1.7635 +

Average Ges accuracy : 0.9253 (use deeper network, train 60 epoch)

Average Obj loss : 2.268

Average Obj accuracy : 0.538 From 87099055737f952af197020138f88f06510aae9c Mon Sep 17 00:00:00 2001 From: yuanproud Date: Fri, 13 Oct 2017 15:23:11 +0800 Subject: [PATCH 23/30] Add files via upload --- results/checkpoint | 2 ++ results/model.ckpt.index | Bin 0 -> 7073 bytes results/model.ckpt.meta | Bin 0 -> 1116960 bytes results/model_FA.ckpt.index | Bin 0 -> 4567 bytes results/model_FA.ckpt.meta | Bin 0 -> 668130 bytes results/model_ges.ckpt.index | Bin 0 -> 5655 bytes results/model_ges.ckpt.meta | Bin 0 -> 827369 bytes results/model_obj.ckpt.index | Bin 0 -> 5684 bytes results/model_obj.ckpt.meta | Bin 0 -> 841965 bytes 9 files changed, 2 insertions(+) create mode 100644 results/checkpoint create mode 100644 results/model.ckpt.index create mode 100644 results/model.ckpt.meta create mode 100644 results/model_FA.ckpt.index create mode 100644 results/model_FA.ckpt.meta create mode 100644 results/model_ges.ckpt.index create mode 100644 results/model_ges.ckpt.meta create mode 100644 results/model_obj.ckpt.index create mode 100644 results/model_obj.ckpt.meta diff --git a/results/checkpoint b/results/checkpoint new file mode 100644 index 0000000..51b8018 --- /dev/null +++ b/results/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "model_ges.ckpt" +all_model_checkpoint_paths: "model_ges.ckpt" diff --git a/results/model.ckpt.index b/results/model.ckpt.index new file mode 100644 index 0000000000000000000000000000000000000000..e248aa85d0785c0663f7c0d3abd96dabe66a47bb GIT binary patch literal 7073 zcmbuE3se(V8pme_A^`+KAOr~F$YZ5NWI;wX-igw&Q@k5D-%*xVp3`=rNjY21teozrTknXatn=I zpj>RaP8X06o%*iMPDZ)Khjm{sqTuyE&%3@=VsX9F23~*sWxh_zPo=YkC|i{ML~aq% zAcEI@SH}G$CI`lX79^lYHfEmy`cA)~N?)eh?uQljqJgFkTFVLop)5an_e5uEAlF%I zjV=mmCRTr+FDBg*y6Z70VJBkVU8A(;_nZ9)qJtrSUF&So?}7#J`i^5C+!qH8T%5L8 zwIp*{=!Z*}t5mC0q2pJkr!4_jl9j2`(pDrdNsL^f%1|c40e6<#h*=VR8A&+wbdf5E zWw%mHuGhI|a>bzdus#JhZKY87%ttkANEcbS@C4IEO^3Mg5AwSB8zGZL@pPs^<=jA5 zK0xB=nTIQ6l+0}2b-y6eloTS8SdfNhM8>DsPmzjbmI?2)AlM~&Fja05W_XB5_3icv 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zXktAFsHn+xA4+o_fo|<8(9fh33jEp%k$hcKTe}OgXo1S(H*rVFlm=FLbzMxXezhPo z@Obq*p12i0U>LT`0v=cGQd!Arr)E-bd1MIv4HR~Z|6p-*(H!ilgbtr3Ql!^N& zd@EB}OW~8EBT5r+G;c?@g*LBzhVk<#c`O1|%pTC?CnqbKE7d3ihuy`lx>B`b{>x-` zX08E0u$5R8++0|UU(wv06&Dl`)}JyGN1cir73D1;kW2B|Cq#vOq`x3eHXPN#G*=uB@g_<*XX*u0bA zxnVL5HZGUjM_i~Vk!VL|dRUMWikb^R_y70(zwPkfaq!=H@c$tW9Fk8FKjgh^)qk%_ P1zvY`475vc*}nWABfIHl literal 0 HcmV?d00001 From 71bdb965355e8e4075e2d88105d2971151c53d36 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Fri, 13 Oct 2017 23:14:24 +0800 Subject: [PATCH 25/30] Update index.md --- results/index.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/results/index.md b/results/index.md index 2694a2c..2dfdd80 100644 --- a/results/index.md +++ b/results/index.md @@ -108,16 +108,16 @@ with tf.name_scope('C4_Pool'):

From 53e1d65e7089a4dc2a2af072a46215dc029b38ce Mon Sep 17 00:00:00 2001 From: yuanproud Date: Fri, 13 Oct 2017 23:20:24 +0800 Subject: [PATCH 26/30] Delete test.py --- results/test.py | 182 ------------------------------------------------ 1 file changed, 182 deletions(-) delete mode 100644 results/test.py diff --git a/results/test.py b/results/test.py deleted file mode 100644 index 1cb9e92..0000000 --- a/results/test.py +++ /dev/null @@ -1,182 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Wed Oct 4 11:04:22 2017 - -@author: nvlab -""" - -# -*- coding: utf-8 -*- -""" -Created on Sat Sep 30 12:13:38 2017 - -@author: nvlab -""" - -# -*- coding: utf-8 -*- -""" -Created on Sun Sep 24 19:44:11 2017 - -@author: nvlab -""" - -import tensorflow as tf -from time import time -import read_data_obj -import numpy as np - -trainEpoch = 10 -batchSize = 64 -learning_rate=0.00001 -epoch_list=[] -accuracy_list=[] -loss_list=[] - - -def weight(shape): - return tf.Variable(tf.truncated_normal(shape, stddev=0.1), - name='W', dtype=tf.float32) -def bias(shape): - return tf.Variable(tf.constant(0.1, shape=shape), name='b', - dtype=tf.float32) -def conv2d(x, W): - return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') -def max_pooling(x): - return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], - padding='SAME') -def BN(Conv, out_size): - fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) - scale = tf.Variable(tf.ones([out_size])) - shift = tf.Variable(tf.zeros([out_size])) - epsilon=0.001 - ema = tf.train.ExponentialMovingAverage(decay=0.5) - def mean_var_with_update(): - ema_apply_op = ema.apply([fc_mean, fc_var]) - with tf.control_dependencies([ema_apply_op]): - return tf.identity(fc_mean), tf.identity(fc_var) - mean, var = mean_var_with_update() - Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) - return Conv - -with tf.name_scope('Input_layer'): - x = tf.placeholder("float", shape=[None, 95232]) - x_image = tf.reshape(x, [-1, 128,248, 3]) - -with tf.name_scope('C1_Conv'): - W1 = weight([3,3,3,36]) - b1 = bias([36]) - Conv1 = conv2d(x_image, W1)+b1 - Conv1_BN = BN(Conv1, 36) - C1_Conv = tf.nn.relu(Conv1_BN) -with tf.name_scope('C2_Conv'): - W2 = weight([3,3,36,36]) - b2 = bias([36]) - Conv2 = conv2d(C1_Conv, W2)+b2 - Conv2_BN = BN(Conv2, 36) - C2_Conv = tf.nn.relu(Conv2_BN) -with tf.name_scope('C1_Pool'): - C1_Pool = max_pooling(C2_Conv) - -with tf.name_scope('C3_Conv'): - W3 = weight([3,3,36,64]) - b3 = bias([64]) - Conv3 = conv2d(C1_Pool, W3)+b3 - Conv3_BN = BN(Conv3, 64) - C3_Conv = tf.nn.relu(Conv3_BN) -C3_concate = tf.concat([C1_Pool, C3_Conv],3) -with tf.name_scope('C4_Conv'): - W4 = weight([3,3,100,64]) - b4 = bias([64]) - Conv4 = conv2d(C3_concate, W4)+b4 - Conv4_BN = BN(Conv4, 64) - C4_Conv = tf.nn.relu(Conv4_BN) -with tf.name_scope('C2_Pool'): - C2_Pool = max_pooling(C4_Conv) - -with tf.name_scope('C5_Conv'): - W8 = weight([3,3,64,128]) - b8 = bias([128]) - Conv5 = conv2d(C2_Pool, W8)+b8 - Conv5_BN = BN(Conv5, 128) - C5_Conv = tf.nn.relu(Conv5_BN) -C5_concate = tf.concat([C2_Pool, C5_Conv],3) -with tf.name_scope('C6_Conv'): - W9 = weight([3,3,192,128]) - b9 = bias([128]) - Conv6 = conv2d(C5_concate, W9)+b9 - Conv6_BN = BN(Conv6, 128) - C6_Conv = tf.nn.relu(Conv6_BN) -with tf.name_scope('C3_Pool'): - C3_Pool = max_pooling(C6_Conv) - -with tf.name_scope('C7_Conv'): - W10 = weight([3,3,128,256]) - b10 = bias([256]) - Conv7 = conv2d(C3_Pool, W10)+b10 - Conv7_BN = BN(Conv7, 256) - C7_Conv = tf.nn.relu(Conv7_BN) -C7_concate = tf.concat([C3_Pool, C7_Conv],3) -with tf.name_scope('C8_Conv'): - W11 = weight([3,3,384,256]) - b11 = bias([256]) - Conv8 = conv2d(C7_concate, W11)+b11 - Conv8_BN = BN(Conv8, 256) - C8_Conv = tf.nn.relu(Conv8_BN) -with tf.name_scope('C4_Pool'): - C4_Pool = max_pooling(C8_Conv) - -with tf.name_scope('D_Flat'): - D_Flat = tf.reshape(C4_Pool, [-1,32768]) - -with tf.name_scope('D_Hidden_Layer'): - W5 = weight([32768, 1024]) - b5 = bias([1024]) - D_Hidden1 = tf.matmul(D_Flat, W5)+b5 - D_Hidden1_BN = BN(D_Hidden1, 1024) - D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) - D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) -with tf.name_scope('D_Hidden_Layer'): - W6 = weight([1024, 512]) - b6 = bias([512]) - D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 - D_Hidden2_BN = BN(D_Hidden2, 512) - D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) - D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) -with tf.name_scope('Output_Layer'): - W7 = weight([512, 24]) - b7 = bias([24]) - y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) - -with tf.name_scope('optimizer'): - y_label = tf.placeholder("float", shape=[None, 24], - name='y_label') - loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits - (logits=y_predict, labels=y_label)) - optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) - -with tf.name_scope('evaluate_model'): - correct_prediction = tf.equal(tf.argmax(y_predict, 1), - tf.argmax(y_label, 1)) - accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) - -saver = tf.train.Saver() -with tf.Session() as sess: - sess.run(tf.global_variables_initializer()) - saver.restore(sess, "model/model_obj.ckpt") - print('Model restored') - for epoch in range(trainEpoch): - val_x, test_y = read_data_obj.read_data_test(batchSize) - loss, acc = sess.run([loss_function, accuracy], - feed_dict={x:val_x, y_label: test_y}) - - epoch_list.append(epoch) - loss_list.append(loss) - accuracy_list.append(acc) - print("Train Epoch:", '%02d'%(epoch+1), - "Loss=", "{:.9f}".format(loss), - "Accuracy=", acc) - avg_loss = sum(loss_list)/len(loss_list) - avg_acc = sum(accuracy_list)/len(accuracy_list) - print("Average loss=",avg_loss) - print("Average accuracy", avg_acc) - sess.close() - \ No newline at end of file From 826e6687822335ac0b44533442d8a8aa3fc6f9b9 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Fri, 13 Oct 2017 23:21:30 +0800 Subject: [PATCH 27/30] Add files via upload --- results/read_data_FA.py | 25 ++++- results/read_data_ges.py | 27 ++++- results/read_data_obj.py | 28 ++++- results/test_FA.py | 215 ++++++++++++++++++++++++++++++++++++ results/test_ges.py | 233 +++++++++++++++++++++++++++++++++++++++ results/test_obj.py | 233 +++++++++++++++++++++++++++++++++++++++ 6 files changed, 754 insertions(+), 7 deletions(-) create mode 100644 results/test_FA.py create mode 100644 results/test_ges.py create mode 100644 results/test_obj.py diff --git a/results/read_data_FA.py b/results/read_data_FA.py index 2387bd2..82588f4 100644 --- a/results/read_data_FA.py +++ b/results/read_data_FA.py @@ -8,6 +8,8 @@ import numpy as np from PIL import Image +global k +k=0 def random_order(num, batch): @@ -59,6 +61,22 @@ def read_data_test(batch): return png, order_FA_label +def read_data_test_(batch): + png = [] + global k + for i in range(batch): + img_path = "test_resize/Image%s.png"%k + img = Image.open(img_path) + img = np.array(img) + x_img = np.reshape(img, [1,95232]) + png.append(x_img) + k+=1 + + png = np.array(png) + png = np.reshape(png, [batch,95232]) + + return png + def read_FA_labels(): obj_label = [] @@ -198,8 +216,13 @@ def read_FA_labels_test(): a = obj_label[0,i] #print(a) num_obj_left_label[i,int(a)] = 1 + + ges_test_label = np.zeros([12736, 2]) + + for i in range(0,12736): + ges_test_label[i,:] = num_obj_left_label[i,:] - return num_obj_left_label + return np.array(ges_test_label.astype(int)) FA_label = read_FA_labels() diff --git a/results/read_data_ges.py b/results/read_data_ges.py index 9f831ae..3d58ffc 100644 --- a/results/read_data_ges.py +++ b/results/read_data_ges.py @@ -7,6 +7,8 @@ import numpy as np from PIL import Image +global k +k=0 def random_order(num, batch): @@ -129,6 +131,22 @@ def read_data_test(batch): return png, order_ges_label +def read_data_test_(batch): + png = [] + global k + for i in range(batch): + img_path = "test_resize/Image%s.png"%k + img = Image.open(img_path) + img = np.array(img) + x_img = np.reshape(img, [1,95232]) + png.append(x_img) + k+=1 + + png = np.array(png) + png = np.reshape(png, [batch,95232]) + + return png + def read_ges_labels_test(): obj_label = [] @@ -197,9 +215,14 @@ def read_ges_labels_test(): a = obj_label[0,i] #print(a) num_ges_label[i,int(a)] = 1 - - return num_ges_label + ges_test_label = np.zeros([12736, 13]) + + for i in range(0,12736): + ges_test_label[i,:] = num_ges_label[i,:] + + return np.array(ges_test_label.astype(int)) ges_label = read_ges_labels() ges_test_label = read_ges_labels_test() +#print(ges_test_label) \ No newline at end of file diff --git a/results/read_data_obj.py b/results/read_data_obj.py index dad3f53..9de8ad6 100644 --- a/results/read_data_obj.py +++ b/results/read_data_obj.py @@ -7,7 +7,8 @@ import numpy as np from PIL import Image - +global k +k=0 def random_order(num, batch): order = np.random.randint(0, num-1,(1,batch)) @@ -58,7 +59,23 @@ def read_data_test(batch): order_obj_label[i, :] = obj_label[order[0,i],:] return png, order_obj_label - + +def read_data_test_(batch): + png = [] + global k + for i in range(batch): + img_path = "test_resize/Image%s.png"%k + img = Image.open(img_path) + img = np.array(img) + x_img = np.reshape(img, [1,95232]) + png.append(x_img) + k+=1 + + png = np.array(png) + png = np.reshape(png, [batch,95232]) + + return png + def read_obj_labels(): obj_label = [] @@ -198,8 +215,11 @@ def read_obj_labels_test(): a = obj_label[0,i] #print(a) num_obj_left_label[i,int(a)] = 1 - - return num_obj_left_label + obj_test_label = np.zeros([12736, 24]) + for i in range(0,12736): + obj_test_label[i,:] = num_obj_left_label[i,:] + + return np.array(obj_test_label.astype(int)) obj_label = read_obj_labels() diff --git a/results/test_FA.py b/results/test_FA.py new file mode 100644 index 0000000..efd9ea2 --- /dev/null +++ b/results/test_FA.py @@ -0,0 +1,215 @@ +# -*- coding: utf-8 -*- +""" +Created on Fri Oct 13 22:39:16 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_FA +import numpy as np +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +from sklearn.metrics import precision_recall_curve +from sklearn.metrics import average_precision_score +from itertools import cycle + +batchSize = 64 +trainEpoch = 12776/batchSize +learning_rate=0.00001 +epoch_list=[] +accuracy_list=[] +loss_list=[] +precision = dict() +recall = dict() +average_precision = dict() + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,64,64]) + b4 = bias([64]) + Conv4 = conv2d(C3_Conv, W4)+b4 + Conv4_BN = BN(Conv4, 64) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,64,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,128,128]) + b9 = bias([128]) + Conv6 = conv2d(C5_Conv, W9)+b9 + Conv6_BN = BN(Conv6, 128) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C3_Pool, [-1,63488]) + +with tf.name_scope('D_Hidden_Layer'): + W5 = weight([63488, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 2]) + b7 = bias([2]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 2], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + +saver = tf.train.Saver() + +with tf.Session() as sess: + sess.run(tf.global_variables_initializer()) + saver.restore(sess, "model/model_FA.ckpt") + print('Model restored') + for k in range(trainEpoch): + if k ==0: + val_x = read_data_FA.read_data_test_(batchSize) + y_test_all = sess.run(y_predict, feed_dict={x:val_x}) + else: + val_x = read_data_FA.read_data_test_(batchSize) + y_test = sess.run(y_predict, feed_dict={x:val_x}) + y_test_all = np.vstack((y_test_all,y_test)) + y_test_all = np.array(y_test_all) + y_score = read_data_FA.read_FA_labels_test() + for i in range(2): + precision[i], recall[i], _ = precision_recall_curve(y_score[:, i], + y_test_all[:, i]) + average_precision[i] = average_precision_score(y_score[:, i], y_test_all[:, i]) + + precision["micro"], recall["micro"], _ = precision_recall_curve(y_score.ravel(), + y_test_all.ravel()) + average_precision["micro"] = average_precision_score(y_score,y_test_all, + average="micro") + print('Average precision score, micro-averaged over all classes: {0:0.2f}' + .format(average_precision["micro"])) + + plt.figure() + plt.step(recall['micro'], precision['micro'], color='b', alpha=0.2, + where='post') + plt.fill_between(recall["micro"], precision["micro"],alpha=0.2,color='b') + + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.ylim([0.0, 1.05]) + plt.xlim([0.0, 1.0]) + plt.title('Average precision score, micro-averaged over all classes: AUC={0:0.2f}' + .format(average_precision["micro"])) + + colors = cycle(['navy', 'turquoise', 'darkorange', 'cornflowerblue', 'teal']) + plt.figure(figsize=(7, 8)) + f_scores = np.linspace(0.2, 0.8, num=4) + lines = [] + labels = [] + for f_score in f_scores: + x = np.linspace(0.01, 1) + y = f_score * x / (2 * x - f_score) + l, = plt.plot(x[y >= 0], y[y >= 0], color='gray', alpha=0.2) + plt.annotate('f1={0:0.1f}'.format(f_score), xy=(0.9, y[45] + 0.02)) + + lines.append(l) + labels.append('iso-f1 curves') + l, = plt.plot(recall["micro"], precision["micro"], color='gold', lw=2) + lines.append(l) + labels.append('micro-average Precision-recall (area = {0:0.2f})' + ''.format(average_precision["micro"])) + + for i, color in zip(range(2), colors): + l, = plt.plot(recall[i], precision[i], color=color, lw=2) + lines.append(l) + labels.append('Precision-recall for class {0} (area = {1:0.2f})' + ''.format(i, average_precision[i])) + + fig = plt.gcf() + fig.subplots_adjust(bottom=0.25) + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.title('Extension of FA Precision-Recall curve to multi-class') + plt.legend(lines, labels, loc=(0.55, 0.55), prop=dict(size=8)) + + + sess.close() + +plt.savefig('FA_precision-recall.png') + + \ No newline at end of file diff --git a/results/test_ges.py b/results/test_ges.py new file mode 100644 index 0000000..be4afbd --- /dev/null +++ b/results/test_ges.py @@ -0,0 +1,233 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed Oct 4 11:04:22 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_ges +import numpy as np +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +from sklearn.metrics import precision_recall_curve +from sklearn.metrics import average_precision_score +from itertools import cycle + +batchSize = 64 +trainEpoch = 12776/batchSize +learning_rate=0.00001 +epoch_list=[] +accuracy_list=[] +loss_list=[] +precision = dict() +recall = dict() +average_precision = dict() + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +C3_concate = tf.concat([C1_Pool, C3_Conv],3) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,100,64]) + b4 = bias([64]) + Conv4 = conv2d(C3_concate, W4)+b4 + Conv4_BN = BN(Conv4, 64) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,64,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +C5_concate = tf.concat([C2_Pool, C5_Conv],3) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,192,128]) + b9 = bias([128]) + Conv6 = conv2d(C5_concate, W9)+b9 + Conv6_BN = BN(Conv6, 128) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('C7_Conv'): + W10 = weight([3,3,128,256]) + b10 = bias([256]) + Conv7 = conv2d(C3_Pool, W10)+b10 + Conv7_BN = BN(Conv7, 256) + C7_Conv = tf.nn.relu(Conv7_BN) +C7_concate = tf.concat([C3_Pool, C7_Conv],3) +with tf.name_scope('C8_Conv'): + W11 = weight([3,3,384,256]) + b11 = bias([256]) + Conv8 = conv2d(C7_concate, W11)+b11 + Conv8_BN = BN(Conv8, 256) + C8_Conv = tf.nn.relu(Conv8_BN) +with tf.name_scope('C4_Pool'): + C4_Pool = max_pooling(C8_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C4_Pool, [-1,32768]) + +with tf.name_scope('D_Hidden1_Layer'): + W5 = weight([32768, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden2_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 13]) + b7 = bias([13]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 13], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + +saver = tf.train.Saver() + +with tf.Session() as sess: + sess.run(tf.global_variables_initializer()) + saver.restore(sess, "model/model_ges.ckpt") + print('Model restored') + for k in range(trainEpoch): + if k ==0: + val_x = read_data_ges.read_data_test_(batchSize) + y_test_all = sess.run(y_predict, feed_dict={x:val_x}) + else: + val_x = read_data_ges.read_data_test_(batchSize) + y_test = sess.run(y_predict, feed_dict={x:val_x}) + y_test_all = np.vstack((y_test_all,y_test)) + y_test_all = np.array(y_test_all) + y_score = read_data_ges.read_ges_labels_test() + for i in range(13): + precision[i], recall[i], _ = precision_recall_curve(y_score[:, i], + y_test_all[:, i]) + average_precision[i] = average_precision_score(y_score[:, i], y_test_all[:, i]) + + precision["micro"], recall["micro"], _ = precision_recall_curve(y_score.ravel(), + y_test_all.ravel()) + average_precision["micro"] = average_precision_score(y_score,y_test_all, + average="micro") + print('Average precision score, micro-averaged over all classes: {0:0.2f}' + .format(average_precision["micro"])) + + plt.figure() + plt.step(recall['micro'], precision['micro'], color='b', alpha=0.2, + where='post') + plt.fill_between(recall["micro"], precision["micro"],alpha=0.2,color='b') + + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.ylim([0.0, 1.05]) + plt.xlim([0.0, 1.0]) + plt.title('Average precision score, micro-averaged over all classes: AUC={0:0.2f}' + .format(average_precision["micro"])) + + colors = cycle(['navy', 'turquoise', 'darkorange', 'cornflowerblue', 'teal']) + plt.figure(figsize=(7, 8)) + f_scores = np.linspace(0.2, 0.8, num=4) + lines = [] + labels = [] + for f_score in f_scores: + x = np.linspace(0.01, 1) + y = f_score * x / (2 * x - f_score) + l, = plt.plot(x[y >= 0], y[y >= 0], color='gray', alpha=0.2) + plt.annotate('f1={0:0.1f}'.format(f_score), xy=(0.9, y[45] + 0.02)) + + lines.append(l) + labels.append('iso-f1 curves') + l, = plt.plot(recall["micro"], precision["micro"], color='gold', lw=2) + lines.append(l) + labels.append('micro-average Precision-recall (area = {0:0.2f})' + ''.format(average_precision["micro"])) + + for i, color in zip(range(13), colors): + l, = plt.plot(recall[i], precision[i], color=color, lw=2) + lines.append(l) + labels.append('Precision-recall for class {0} (area = {1:0.2f})' + ''.format(i, average_precision[i])) + + fig = plt.gcf() + fig.subplots_adjust(bottom=0.25) + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.title('Extension of Ges Precision-Recall curve to multi-class') + plt.legend(lines, labels, loc=(0.55, 0.55), prop=dict(size=8)) + + + sess.close() + +plt.savefig('ges_precision-recall.png') + + \ No newline at end of file diff --git a/results/test_obj.py b/results/test_obj.py new file mode 100644 index 0000000..9f9e395 --- /dev/null +++ b/results/test_obj.py @@ -0,0 +1,233 @@ +# -*- coding: utf-8 -*- +""" +Created on Fri Oct 13 22:39:16 2017 + +@author: nvlab +""" + +import tensorflow as tf +from time import time +import read_data_obj +import numpy as np +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +from sklearn.metrics import precision_recall_curve +from sklearn.metrics import average_precision_score +from itertools import cycle + +batchSize = 64 +trainEpoch = 12776/batchSize +learning_rate=0.00001 +epoch_list=[] +accuracy_list=[] +loss_list=[] +precision = dict() +recall = dict() +average_precision = dict() + +def weight(shape): + return tf.Variable(tf.truncated_normal(shape, stddev=0.1), + name='W', dtype=tf.float32) +def bias(shape): + return tf.Variable(tf.constant(0.1, shape=shape), name='b', + dtype=tf.float32) +def conv2d(x, W): + return tf.nn.conv2d(x, W, strides=[1,1,1,1], padding='SAME') +def max_pooling(x): + return tf.nn.max_pool(x, ksize=[1,2,2,1], strides=[1,2,2,1], + padding='SAME') +def BN(Conv, out_size): + fc_mean, fc_var = tf.nn.moments(Conv, axes=[0]) + scale = tf.Variable(tf.ones([out_size])) + shift = tf.Variable(tf.zeros([out_size])) + epsilon=0.001 + ema = tf.train.ExponentialMovingAverage(decay=0.5) + def mean_var_with_update(): + ema_apply_op = ema.apply([fc_mean, fc_var]) + with tf.control_dependencies([ema_apply_op]): + return tf.identity(fc_mean), tf.identity(fc_var) + mean, var = mean_var_with_update() + Conv = tf.nn.batch_normalization(Conv, mean, var, shift, scale, epsilon) + return Conv + +with tf.name_scope('Input_layer'): + x = tf.placeholder("float", shape=[None, 95232]) + x_image = tf.reshape(x, [-1, 128,248, 3]) + +with tf.name_scope('C1_Conv'): + W1 = weight([3,3,3,36]) + b1 = bias([36]) + Conv1 = conv2d(x_image, W1)+b1 + Conv1_BN = BN(Conv1, 36) + C1_Conv = tf.nn.relu(Conv1_BN) +with tf.name_scope('C2_Conv'): + W2 = weight([3,3,36,36]) + b2 = bias([36]) + Conv2 = conv2d(C1_Conv, W2)+b2 + Conv2_BN = BN(Conv2, 36) + C2_Conv = tf.nn.relu(Conv2_BN) +with tf.name_scope('C1_Pool'): + C1_Pool = max_pooling(C2_Conv) + +with tf.name_scope('C3_Conv'): + W3 = weight([3,3,36,64]) + b3 = bias([64]) + Conv3 = conv2d(C1_Pool, W3)+b3 + Conv3_BN = BN(Conv3, 64) + C3_Conv = tf.nn.relu(Conv3_BN) +C3_concate = tf.concat([C1_Pool, C3_Conv],3) +with tf.name_scope('C4_Conv'): + W4 = weight([3,3,100,128]) + b4 = bias([128]) + Conv4 = conv2d(C3_concate, W4)+b4 + Conv4_BN = BN(Conv4, 128) + C4_Conv = tf.nn.relu(Conv4_BN) +with tf.name_scope('C2_Pool'): + C2_Pool = max_pooling(C4_Conv) + +with tf.name_scope('C5_Conv'): + W8 = weight([3,3,128,128]) + b8 = bias([128]) + Conv5 = conv2d(C2_Pool, W8)+b8 + Conv5_BN = BN(Conv5, 128) + C5_Conv = tf.nn.relu(Conv5_BN) +C5_concate = tf.concat([C2_Pool, C5_Conv],3) +with tf.name_scope('C6_Conv'): + W9 = weight([3,3,256,256]) + b9 = bias([256]) + Conv6 = conv2d(C5_concate, W9)+b9 + Conv6_BN = BN(Conv6, 256) + C6_Conv = tf.nn.relu(Conv6_BN) +with tf.name_scope('C3_Pool'): + C3_Pool = max_pooling(C6_Conv) + +with tf.name_scope('C7_Conv'): + W10 = weight([3,3,256,256]) + b10 = bias([256]) + Conv7 = conv2d(C3_Pool, W10)+b10 + Conv7_BN = BN(Conv7, 256) + C7_Conv = tf.nn.relu(Conv7_BN) +C7_concate = tf.concat([C3_Pool, C7_Conv],3) +with tf.name_scope('C8_Conv'): + W11 = weight([3,3,512,512]) + b11 = bias([512]) + Conv8 = conv2d(C7_concate, W11)+b11 + Conv8_BN = BN(Conv8, 512) + C8_Conv = tf.nn.relu(Conv8_BN) +with tf.name_scope('C4_Pool'): + C4_Pool = max_pooling(C8_Conv) + +with tf.name_scope('D_Flat'): + D_Flat = tf.reshape(C4_Pool, [-1,65536]) + +with tf.name_scope('D_Hidden1_Layer'): + W5 = weight([65536, 1024]) + b5 = bias([1024]) + D_Hidden1 = tf.matmul(D_Flat, W5)+b5 + D_Hidden1_BN = BN(D_Hidden1, 1024) + D_Hidden1_BN = tf.nn.relu(D_Hidden1_BN) + D_Hidden1_Dropout = tf.nn.dropout(D_Hidden1_BN, keep_prob=0.5) +with tf.name_scope('D_Hidden2_Layer'): + W6 = weight([1024, 512]) + b6 = bias([512]) + D_Hidden2 = tf.matmul(D_Hidden1_Dropout, W6)+b6 + D_Hidden2_BN = BN(D_Hidden2, 512) + D_Hidden2_BN = tf.nn.relu(D_Hidden2_BN) + D_Hidden2_Dropout = tf.nn.dropout(D_Hidden2_BN, keep_prob=0.5) +with tf.name_scope('Output_Layer'): + W7 = weight([512, 24]) + b7 = bias([24]) + y_predict = tf.nn.softmax(tf.matmul(D_Hidden2_Dropout, W7)+b7) + +with tf.name_scope('optimizer'): + y_label = tf.placeholder("float", shape=[None, 24], + name='y_label') + loss_function = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits + (logits=y_predict, labels=y_label)) + optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss_function) + +with tf.name_scope('evaluate_model'): + correct_prediction = tf.equal(tf.argmax(y_predict, 1), + tf.argmax(y_label, 1)) + accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) + +saver = tf.train.Saver() + +with tf.Session() as sess: + sess.run(tf.global_variables_initializer()) + saver.restore(sess, "model/model_FA.ckpt") + print('Model restored') + for k in range(trainEpoch): + if k ==0: + val_x = read_data_obj.read_data_test_(batchSize) + y_test_all = sess.run(y_predict, feed_dict={x:val_x}) + else: + val_x = read_data_obj.read_data_test_(batchSize) + y_test = sess.run(y_predict, feed_dict={x:val_x}) + y_test_all = np.vstack((y_test_all,y_test)) + y_test_all = np.array(y_test_all) + y_score = read_data_obj.read_obj_labels_test() + for i in range(24): + precision[i], recall[i], _ = precision_recall_curve(y_score[:, i], + y_test_all[:, i]) + average_precision[i] = average_precision_score(y_score[:, i], y_test_all[:, i]) + + precision["micro"], recall["micro"], _ = precision_recall_curve(y_score.ravel(), + y_test_all.ravel()) + average_precision["micro"] = average_precision_score(y_score,y_test_all, + average="micro") + print('Average precision score, micro-averaged over all classes: {0:0.2f}' + .format(average_precision["micro"])) + + plt.figure() + plt.step(recall['micro'], precision['micro'], color='b', alpha=0.2, + where='post') + plt.fill_between(recall["micro"], precision["micro"],alpha=0.2,color='b') + + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.ylim([0.0, 1.05]) + plt.xlim([0.0, 1.0]) + plt.title('Average precision score, micro-averaged over all classes: AUC={0:0.2f}' + .format(average_precision["micro"])) + + colors = cycle(['navy', 'turquoise', 'darkorange', 'cornflowerblue', 'teal']) + plt.figure(figsize=(7, 8)) + f_scores = np.linspace(0.2, 0.8, num=4) + lines = [] + labels = [] + for f_score in f_scores: + x = np.linspace(0.01, 1) + y = f_score * x / (2 * x - f_score) + l, = plt.plot(x[y >= 0], y[y >= 0], color='gray', alpha=0.2) + plt.annotate('f1={0:0.1f}'.format(f_score), xy=(0.9, y[45] + 0.02)) + + lines.append(l) + labels.append('iso-f1 curves') + l, = plt.plot(recall["micro"], precision["micro"], color='gold', lw=2) + lines.append(l) + labels.append('micro-average Precision-recall (area = {0:0.2f})' + ''.format(average_precision["micro"])) + + for i, color in zip(range(24), colors): + l, = plt.plot(recall[i], precision[i], color=color, lw=2) + lines.append(l) + labels.append('Precision-recall for class {0} (area = {1:0.2f})' + ''.format(i, average_precision[i])) + + fig = plt.gcf() + fig.subplots_adjust(bottom=0.25) + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('Recall') + plt.ylabel('Precision') + plt.title('Extension of FA Precision-Recall curve to multi-class') + plt.legend(lines, labels, loc=(0.55, 0.55), prop=dict(size=8)) + + + sess.close() + +plt.savefig('FA_precision-recall.png') + + \ No newline at end of file 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znA8V5yOlwOr^^6keIKx9F55;MkA<$B$*Z_;n8-}$m74;1YONO12ebgenE#-t3NW6N$%oZg^_B`*7Mf3x3dch!lISMg8@$z?@9;(D;Kk_)zp18$mCE+3n0{W z1F^y!=EyWaZ7IkT!$OCQ@&2PR##bHi|5<#%ozMS2_4=Oz{u`En|He-2T5yQO!y_Ph zE%#jW|8hb4Z>-J#)ZqWxE%={N_-~q6$Cr2wOgYM{2%Ql;@by|=S+4Mf(U<=Pz8J&C literal 0 HcmV?d00001 diff --git a/results/test_obj.py b/results/test_obj.py index 9f9e395..ac2a916 100644 --- a/results/test_obj.py +++ b/results/test_obj.py @@ -156,7 +156,7 @@ def mean_var_with_update(): with tf.Session() as sess: sess.run(tf.global_variables_initializer()) - saver.restore(sess, "model/model_FA.ckpt") + saver.restore(sess, "model/model_obj.ckpt") print('Model restored') for k in range(trainEpoch): if k ==0: @@ -222,12 +222,12 @@ def mean_var_with_update(): plt.ylim([0.0, 1.05]) plt.xlabel('Recall') plt.ylabel('Precision') - plt.title('Extension of FA Precision-Recall curve to multi-class') + plt.title('Extension of obj Precision-Recall curve to multi-class') plt.legend(lines, labels, loc=(0.55, 0.55), prop=dict(size=8)) sess.close() -plt.savefig('FA_precision-recall.png') +plt.savefig('obj_precision-recall.png') \ No newline at end of file From 19d65154a734af5bda06502f12ae7eae023e0690 Mon Sep 17 00:00:00 2001 From: yuanproud Date: Sun, 15 Oct 2017 01:00:11 +0800 Subject: [PATCH 29/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 2dfdd80..818119b 100644 --- a/results/index.md +++ b/results/index.md @@ -108,7 +108,7 @@ with tf.name_scope('C4_Pool'): From cc279f3af1fa07c12ddce4235495a608483b48ad Mon Sep 17 00:00:00 2001 From: yuanproud Date: Sun, 15 Oct 2017 01:00:38 +0800 Subject: [PATCH 30/30] Update index.md --- results/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/results/index.md b/results/index.md index 818119b..ae10006 100644 --- a/results/index.md +++ b/results/index.md @@ -108,7 +108,7 @@ with tf.name_scope('C4_Pool'):
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