AgML
pytorch-grad-cam
| AgML | pytorch-grad-cam | |
|---|---|---|
| 1 | 5 | |
| 156 | 9,530 | |
| 5.8% | - | |
| 7.5 | 5.0 | |
| 15 days ago | 17 days ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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AgML
pytorch-grad-cam
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Exploring GradCam and More with FiftyOne
For the two examples we will be looking at, we will be using pytorch_grad_cam, an incredible open source package that makes working with GradCam very easy. There are excellent other tutorials to check out on the repo as well.
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Which layers are doing image segmentation on AutoEncoders/U-NET?
https://github.com/jacobgil/pytorch-grad-cam.
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[D] Algorithm for view prediction?
I know I would like to use grad-CAM https://github.com/jacobgil/pytorch-grad-cam
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[P] Adapting Class Activation Maps for Object Detection and Semantic Segmentation
https://github.com/jacobgil/pytorch-grad-cam is a project that has a comprehensive collection of Pixel Attribution Methods for PyTorch (like the package name grad-cam that was the original algorithm implemented).
- [Project] Recent Class Activation Map Methods for CNNs and Vision Transformers
What are some alternatives?
gluon-cv - Gluon CV Toolkit
Transformer-Explainability - [CVPR 2021] Official PyTorch implementation for Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.
ScanRefer - [ECCV 2020] ScanRefer: 3D Object Localization in RGB-D Scans using Natural Language
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]
cvat - Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale. [Moved to: https://github.com/cvat-ai/cvat]
pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch
Entity - EntitySeg Toolbox: Towards Open-World and High-Quality Image Segmentation
tf-keras-vis - Neural network visualization toolkit for tf.keras
labelme2coco - A lightweight package for converting your labelme annotations into COCO object detection format.
Transformer-MM-Explainability - [ICCV 2021- Oral] Official PyTorch implementation for Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers, a novel method to visualize any Transformer-based network. Including examples for DETR, VQA.
PixelLib - Visit PixelLib's official documentation https://pixellib.readthedocs.io/en/latest/
pytorch-tutorial - PyTorch Tutorial for Deep Learning Researchers