PAIR-code / saliencyLinks
Framework-agnostic implementation for state-of-the-art saliency methods (XRAI, BlurIG, SmoothGrad, and more).
☆990Updated last year
Alternatives and similar repositories for saliency
Users that are interested in saliency are comparing it to the libraries listed below
Sorting:
- Code for the TCAV ML interpretability project☆649Updated 6 months ago
- A unified framework of perturbation and gradient-based attribution methods for Deep Neural Networks interpretability. DeepExplain also in…☆761Updated 5 years ago
- A toolbox to iNNvestigate neural networks' predictions!☆1,306Updated 9 months ago
- Interpretability Methods for tf.keras models with Tensorflow 2.x☆1,036Updated last year
- Attributing predictions made by the Inception network using the Integrated Gradients method☆645Updated 3 years ago
- Pre-trained models, data, code & materials from the paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improv…☆809Updated 2 years ago
- PyTorch implementation of Interpretable Explanations of Black Boxes by Meaningful Perturbation☆338Updated 4 years ago
- Understanding Deep Networks via Extremal Perturbations and Smooth Masks☆348Updated 5 years ago
- An implementation of Grad-CAM with keras☆664Updated 6 years ago
- Visualization toolkit for neural networks in PyTorch! Demo -->☆743Updated 2 years ago
- The LRP Toolbox provides simple and accessible stand-alone implementations of LRP for artificial neural networks supporting Matlab and Py…☆335Updated 3 years ago
- 3.8% and 18.3% on CIFAR-10 and CIFAR-100☆1,309Updated 6 years ago
- ☆641Updated 4 years ago
- Network Dissection http://netdissect.csail.mit.edu for quantifying interpretability of deep CNNs.☆454Updated 7 years ago
- AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty☆988Updated 7 months ago
- Full-gradient saliency maps☆212Updated 2 years ago
- [ICCV 2017] Torch code for Grad-CAM☆1,622Updated 3 years ago
- Taskonomy: Disentangling Task Transfer Learning [Best Paper, CVPR2018]☆871Updated 3 years ago
- Open source release of the evaluation benchmark suite described in "Realistic Evaluation of Deep Semi-Supervised Learning Algorithms"☆460Updated 6 years ago
- Neural network visualization toolkit for keras☆2,996Updated 3 years ago
- A generalized gradient-based CNN visualization technique☆297Updated 6 years ago
- Public facing deeplift repo☆872Updated 3 years ago
- A simple and effective method for detecting out-of-distribution images in neural networks.☆539Updated 4 years ago
- PyTorch re-implementation of Grad-CAM (+ vanilla/guided backpropagation, deconvnet, and occlusion sensitivity maps)☆801Updated 5 years ago
- Tensorflow tutorial for various Deep Neural Network visualization techniques☆346Updated 5 years ago
- Detect model's attention☆171Updated 5 years ago
- Implementations of some popular Saliency Maps in Keras☆166Updated 6 years ago
- Code to create Stylized-ImageNet, a stylized version of standard ImageNet (ICLR 2019 Oral)☆524Updated 2 months ago
- Bayesian Deep Learning Benchmarks☆671Updated 2 years ago
- Class Activation Mapping☆1,885Updated 3 years ago