Add Model Profile

ModelProfile.md

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+# Model Profile
+
+## Overview
+- **Name:** U-Net
+- **Type:** Convolutional Neural Network (CNN)
+- **Date of Introduction:** 2015
+
+## Key Characteristics
+
+### Augmentations
+```
+transform = A.Compose(
+    [
+        A.HorizontalFlip(p=0.5),
+        A.ShiftScaleRotate(scale_limit=0.1, rotate_limit=45, shift_limit=0.0, p=0.5),
+        A.IAAPerspective(p=0.2),
+        A.OneOf(
+            [
+                A.CLAHE(p=1),
+                A.RandomBrightnessContrast(p=1),
+                A.RandomGamma(p=0.1),
+            ],
+            p=0.4,
+        ),
+        A.OneOf(
+            [
+                A.Sharpen (p=0.4),
+                A.Blur(blur_limit=3, p=0.4),
+                A.MotionBlur(blur_limit=3, p=0.4),
+            ],
+            p=0.4,
+        ),
+        A.OneOf(
+            [
+                A.RandomBrightnessContrast(p=0.7),
+                A.HueSaturationValue(p=0.7),
+            ],
+            p=0.4,
+        ),
+    ])
+```
+
+### Loss Function
+- 1e-3 * Binary Cross-entropy loss - Dice Loss
+
+### Data Preprocessing
+- Undersampling
+- Normalization
+- Del corrupted files
+- Del files less than 50kb
+
+### Training
+- Training config is [here](https://github.com/ViiSkor/SatelliteImgOfShips/blob/master/config.yml)
+
+### Final Scores
+| Loss    | Dice   | Binary Acc | POD    | Epochs |
+|---------|--------|------------|--------|--------|
+| -0.3859 | 0.3688 | 0.9287     | 0.6467 | 70     |
+
+### Relevant commit for the experiment
+```4da907add32589e241642892ab0560387375422a```