Final Year Project Codes
My GitHub Link for my FYP Code: https://github.com/alfreddLUO/FYP_Codes
pip install -r requirements.txt
E.g Trainning ResNet Model
python ./ImageClassifier/ResNet-1/train.py
Grad-CAM Saleincy Map Generation
GradCAM Saliecny Map For ResNet
python ./deep-learning-for-image-processing-v1/pytorch_classification/grad_cam/saliency_map_generation_for_resnet.py
GradCAM Saliecny Map For MobileNet-v3, VGG16 RegNet
python ./deep-learning-for-image-processing-v1/pytorch_classification/grad_cam/saliency_map_generation_for_four_pretrained_models.py
MobileNet_IMage_Folder, ResNet_IMAGE_Folder, RegNet_IMAGE_Folder, VGG_IMAGE_Folder
Stores the data for the four models.
1. CatOriginalImage: Stores the original cat images
2. CatImageWithMaps: Stores the cat images with saliency map
3. CatSaliencyData: Stores the saliency data for cat image
4. DogOriginalImage: Stores the original dog images
5. DogImageWithMaps: Stores the dog images with saliency map
6. DogSaliencyData: Stores the saliency data for dog image
GMM Clustering and HMM Conversion
The code for GMM clustering and HMM conversion is stored in the path:
FYP_Codes/deep-learning-for-image-processing-v1/pytorch_classification/grad_cam/Clustering, GMM, and HMM Generation.ipynb