pytorch-grad-cam and gradcam-pytorch
About 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.
This helps data scientists, machine learning engineers, and researchers understand why their computer vision AI models make specific decisions. You input a trained image classification, object detection, or segmentation model, and it outputs visual heatmaps showing the exact regions of an image that influenced the model's prediction. This allows users to diagnose model errors, build trust in AI systems, and improve model performance.
About gradcam-pytorch
sar-gupta/gradcam-pytorch
Implementation of GradCAM algorithm in Pytorch
This tool helps researchers and deep learning practitioners understand why a convolutional neural network makes a specific decision. By inputting an image and a pre-trained image classification model, it generates a heatmap highlighting the critical regions in the image that influenced the model's prediction. This allows users to interpret and debug their computer vision models more effectively.
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