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pytorch-grad-cam
jacobgil/pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
★12.9kstars
Python
MIT
Updated: Today
📋 Project at a Glance
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What's this?A class-activation-maps/computer-vision tool in the Security & Governance category, built with Python, open-source
Who made it?Maintained by jacobgil team, 12.9K⭐ on GitHub, #16 out of 413 in Security & Governance
Why does it exist?As the Security & Governance landscape evolved, the jacobgil team identified the need for better class-activation-maps solutions. pytorch-grad-cam was created to simplify computer-vision workflows.
What can it do?Key use cases: deep-learning, explainable-ai, explainable-ml
How to install with AI?Use an AI coding assistant (Claude Code, Cursor, Copilot) to automatically set up pip dependencies and virtual env. Follow the README — the AI handles the rest.
🔗 github.com/jacobgil/pytorch-grad-cam | 官网 https://jacobgil.github.io/pytorch-gradcam-book
🔗 github.com/jacobgil/pytorch-grad-cam | 官网 https://jacobgil.github.io/pytorch-gradcam-book
Topics
class-activation-mapscomputer-visiondeep-learningexplainable-aiexplainable-mlgrad-camimage-classificationinterpretabilityinterpretable-aiinterpretable-deep-learningmachine-learningobject-detectionpytorchscore-camvision-transformersvisualizationsxai