{"id":15700376,"url":"https://github.com/soumik12345/gradcam","last_synced_at":"2025-05-12T13:14:40.383Z","repository":{"id":39728008,"uuid":"263646902","full_name":"soumik12345/GradCam","owner":"soumik12345","description":"Tensorflow 2.2.0 implementation of GradCam","archived":false,"fork":false,"pushed_at":"2022-12-08T09:52:10.000Z","size":21907,"stargazers_count":9,"open_issues_count":7,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-05-12T13:14:28.459Z","etag":null,"topics":["deep-learning","explainable-ai","gradcam","tensorflow","tensorflow2"],"latest_commit_sha":null,"homepage":"https://arxiv.org/pdf/1610.02391.pdf","language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# GradCam\n\n[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/GradCam/master)\n[![HitCount](http://hits.dwyl.com/soumik12345/GradCam.svg)](http://hits.dwyl.com/soumik12345/GradCam)\n\nTensorflow 2.2.0 Implementation of **Gradient Class Activation Maps** or **GradCam** as proposed by the paper [Grad-CAM: Visual Explanations from Deep Networks\nvia Gradient-based Localization](https://arxiv.org/pdf/1610.02391.pdf).\n\n## Results\n\nCats through the eyes of VGG19 :P\n\n\u003cimg src=\"./assets/cat_vgg19.gif\"\u003e\n\n### VGG16\n\n![](./assets/plots/cat_vgg16.png)\n![](./assets/plots/dog_vgg16.png)\n![](./assets/plots/hare_vgg16.png)\n![](./assets/plots/mosque_vgg16.png)\n![](./assets/plots/mushroom_vgg16.png)\n![](./assets/plots/rifle_vgg16.png)\n![](./assets/plots/teapot_vgg16.png)\n![](./assets/plots/vulture_vgg16.png)\n\n### VGG19\n\n![](./assets/plots/cat_vgg19.png)\n![](./assets/plots/dog_vgg19.png)\n![](./assets/plots/hare_vgg19.png)\n![](./assets/plots/mosque_vgg19.png)\n![](./assets/plots/mushroom_vgg19.png)\n![](./assets/plots/rifle_vgg19.png)\n![](./assets/plots/teapot_vgg19.png)\n![](./assets/plots/vulture_vgg19.png)\n\n### ResNet 50\n\n![](./assets/plots/cat_resnet50.png)\n![](./assets/plots/dog_resnet50.png)\n![](./assets/plots/hare_resnet50.png)\n![](./assets/plots/mosque_resnet50.png)\n![](./assets/plots/mushroom_resnet50.png)\n![](./assets/plots/rifle_resnet50.png)\n![](./assets/plots/teapot_resnet50.png)\n![](./assets/plots/vulture_resnet50.png)\n\n### ResNet 101\n\n![](./assets/plots/cat_resnet101.png)\n![](./assets/plots/dog_resnet101.png)\n![](./assets/plots/hare_resnet101.png)\n![](./assets/plots/mosque_resnet101.png)\n![](./assets/plots/mushroom_resnet101.png)\n![](./assets/plots/rifle_resnet101.png)\n![](./assets/plots/teapot_resnet101.png)\n![](./assets/plots/vulture_resnet101.png)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsoumik12345%2Fgradcam","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsoumik12345%2Fgradcam","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsoumik12345%2Fgradcam/lists"}