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various updates (model, evaluation) #12

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2,294 changes: 2,294 additions & 0 deletions Multiclass_Semantic_Segmentation_using_FCN_16.ipynb

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994 changes: 994 additions & 0 deletions Multiclass_Semantic_Segmentation_using_FCN_16.py

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1,552 changes: 1,037 additions & 515 deletions Multiclass_Semantic_Segmentation_using_FCN_32.ipynb

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818 changes: 818 additions & 0 deletions Multiclass_Semantic_Segmentation_using_FCN_32.py

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2,282 changes: 2,282 additions & 0 deletions Multiclass_Semantic_Segmentation_using_FCN_8.ipynb

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968 changes: 968 additions & 0 deletions Multiclass_Semantic_Segmentation_using_FCN_8.py

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2,213 changes: 2,213 additions & 0 deletions Multiclass_Semantic_Segmentation_using_U-Net.ipynb

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854 changes: 854 additions & 0 deletions Multiclass_Semantic_Segmentation_using_U-Net.py

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1,520 changes: 390 additions & 1,130 deletions Multiclass_Semantic_Segmentation_using_VGG_16_SegNet.ipynb

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15 changes: 13 additions & 2 deletions README.md
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# Multiclass Semantic Segmentation using Tensorflow 2 GPU on the Cambridge-driving Labeled Video Database (CamVid)
# Multiclass Semantic Segmentation using Tensorflow 2 GPU

This repository contains implementations of multiple deep learning models (U-Net, FCN32 and SegNet) for multiclass semantic segmentation of the CamVid dataset
This repository contains implementations of multiple deep learning models (U-Net, FCN32, FCN16, FNC8 and SegNet) for multiclass semantic segmentation of the annotated mouse brain atlas dataset
- Implemented tensorflow 2.0 Aplha GPU package
- Contains generalized computer vision project directory creation and image processing pipeline for image classification/detection/segmentation

This repository is used to develop brain atlas from confocal scan image of mouse brain.
- This code generated below result

![Result](https://github.com/boguss1225/Multiclass-Semantic-Segmentation-CamVid/blob/master/screenshots/result1.jpg)

The added code enabled this to generate various evaluation metrics
- ROC curve
- Precision Recall curve
- Dice-coefficient score
- Precision & Recall for each epochs
702 changes: 702 additions & 0 deletions Segmentation_functions.py

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