ISIC2018 Loading and Training Configuration for YOLOv7 Lesion Detection Model - #194

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shakes76:topic-recognitionfrom

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Commits on Oct 29, 2024

Initial commit for COMP3710
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04e3ec4
Initial commit test for COMP3710
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040922f

Commits on Oct 30, 2024

Cloned YOLOv7 repo
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182ab96
Removed hello.py and updated repository files
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44acbf2
Add yolov7 as a regular folder
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d84aaaa
Added .gitignore to ignore dataset and system files
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b83a0d6
Removed .DS_Store from tracking
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9ab3b6d
Loaded and preprocessed ISIC dataset for training
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b90aee3
Loaded and preprocessed ISIC dataset for training
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0066fc6

Commits on Oct 31, 2024

Source code for model components
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7b34a0c
Trained, Validated and tested the model
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28b8133
Used to predict and visualised data via predict.py
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3b0cd4b
Updated the path settings to point to the linked ISIC2018 directory
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50e617a
Addresses GPU device error in training.py
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b13ab90
Changed the initialization of self.device in the LesionDetectionModel class
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b7fc327
Fixed Model Instantitation
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8afed8a
Added a checkpoint to only extract model weights from yolov7.pt file
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5d60937
Adjusted code to load full model correctly
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3ce2779
Successfully loaded the model with yolov7
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0862a1d
Handled segmentation mask files in .png instead of .json
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09a0158
Applied resizing transform to masks and images
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a13ae1d
Converted Bounded box coordinates to YOLO format
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e9b3e65

Commits on Nov 1, 2024

Adjusted the target tensor so it matches the outputs
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a23b863
README.md test
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02c515d
README.md updated
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fd7cb5c
YOLOv7 Architecture Explained
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dfce478
Image Fixed on README.md
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6eb26c5
Uploaded Image for README.md
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54e1222
Image Uploaded Test
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da2c71b
Image Upload Test
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98e2be4
README.md update
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9eb4e05
Moved self.img_size = img_size before calling self.default_transforms() (AttributeError)
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695f015
Adding transfer learning by freezing layers
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0cd9d4b
Training with Learning Rate Scheduling, Early Stopping
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538106b
IoU Calculation added
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d4b98a2
README.md updated
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0be5a37
README.md changes
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README.md final
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626b58b
README.md references link fix
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a9d25ac

Commits on Nov 2, 2024

Commits on Nov 15, 2024