rodrigobdz / lrp
Explain Neural Networks using Layer-Wise Relevance Propagation and evaluate the explanations using Pixel-Flipping and Area Under the Curve.
☆15Updated 2 years ago
Alternatives and similar repositories for lrp:
Users that are interested in lrp are comparing it to the libraries listed below
- Implementing LRP (Layer-wise Relevance Propagation) for a sequence-to-sequence model with GRU layers.☆11Updated last year
- Prototypical Concept-based Explanations, accepted at SAIAD workshop at CVPR 2024.☆13Updated last month
- A pytorch implemention of the Explainable AI work 'Contrastive layerwise relevance propagation (CLRP)'☆17Updated 2 years ago
- Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models. Paper presented at MICCAI 2023 conference.☆19Updated last year
- Concept Relevance Propagation for Localization Models, accepted at SAIAD workshop at CVPR 2023.☆14Updated last year
- Pruning By Explaining Revisited: Optimizing Attribution Methods to Prune CNNs and Transformers, Paper accepted at eXCV workshop of ECCV 2…☆19Updated 3 months ago
- An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization☆124Updated 9 months ago
- MetaQuantus is an XAI performance tool to identify reliable evaluation metrics☆34Updated 11 months ago
- Dataset and code for the CLEVR-XAI dataset.☆31Updated last year
- A basic implementation of Layer-wise Relevance Propagation (LRP) in PyTorch.☆89Updated 2 years ago
- A PyTorch 1.6 implementation of Layer-Wise Relevance Propagation (LRP).☆135Updated 4 years ago
- CoSy: Evaluating Textual Explanations☆16Updated 2 months ago
- A toolkit for quantitative evaluation of data attribution methods.☆43Updated last week
- PyTorch Transformer-based Language Model Implementation of ConceptSHAP☆14Updated 4 years ago
- [ECCV24] Layer-Wise Relevance Propagation with Conservation Property for ResNet☆12Updated 6 months ago
- Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.☆218Updated 8 months ago
- ☆34Updated 2 years ago
- Official repository of ICML 2023 paper: Dividing and Conquering a BlackBox to a Mixture of Interpretable Models: Route, Interpret, Repeat☆23Updated last year
- Papers and code of Explainable AI esp. w.r.t. Image classificiation☆204Updated 2 years ago
- Implementation of the paper "A survey on attention mechanisms for medical applications: are we moving towards better algorithms?" by Tiag…☆13Updated 2 years ago
- Pytorch implementation of various neural network interpretability methods☆117Updated 3 years ago
- ☆10Updated 3 months ago
- ☆11Updated last year
- A Benchmark for Failure Detection under Distribution Shifts in Image Classification☆30Updated 5 months ago
- Pruning CNN using CNN with toy example☆20Updated 3 years ago
- XAI Experiments on an Annotated Dataset of Wild Bee Images☆19Updated 3 months ago
- ☆13Updated last year
- 👋 Code for : "CRAFT: Concept Recursive Activation FacTorization for Explainability" (CVPR 2023)☆62Updated last year
- [ICLR 2023 spotlight] MEDFAIR: Benchmarking Fairness for Medical Imaging☆62Updated last year
- GAN-based method to create counterfactual explanations for chest X-rays☆24Updated 2 years ago