Pinned Repositories
ACEPyTorch
Towards Automatic Concept-based Explanations
ConceptWhitening
crp-human-study
Repository with files and scripts for the human study of the CRP (Concept-Relevance-Propagation) paper
deeplabv3
PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.
dissect
Code for the Proceedings of the National Academy of Sciences 2020 article, "Understanding the Role of Individual Units in a Deep Neural Network"
examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
L-CRP
Concept Relevance Propagation for Localization Models, accepted at SAIAD workshop at CVPR 2023.
pcx
Prototypical Concept-based Explanations, accepted at SAIAD workshop at CVPR 2024.
PURE
Repository for PURE: Turning Polysemantic Neurons Into Pure Features by Identifying Relevant Circuits, accepted at CVPR 2024 XAI4CV Workshop (spotlight)
Reveal2Revise
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models. Paper presented at MICCAI 2023 conference.
maxdreyer's Repositories
maxdreyer/Reveal2Revise
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models. Paper presented at MICCAI 2023 conference.
maxdreyer/L-CRP
Concept Relevance Propagation for Localization Models, accepted at SAIAD workshop at CVPR 2023.
maxdreyer/crp-human-study
Repository with files and scripts for the human study of the CRP (Concept-Relevance-Propagation) paper
maxdreyer/PURE
Repository for PURE: Turning Polysemantic Neurons Into Pure Features by Identifying Relevant Circuits, accepted at CVPR 2024 XAI4CV Workshop (spotlight)
maxdreyer/pcx
Prototypical Concept-based Explanations, accepted at SAIAD workshop at CVPR 2024.
maxdreyer/ACEPyTorch
Towards Automatic Concept-based Explanations
maxdreyer/ConceptWhitening
maxdreyer/deeplabv3
PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.
maxdreyer/dissect
Code for the Proceedings of the National Academy of Sciences 2020 article, "Understanding the Role of Individual Units in a Deep Neural Network"
maxdreyer/examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
maxdreyer/OpenOOD
Benchmarking Generalized Out-of-Distribution Detection
maxdreyer/segmentation_models.pytorch
Segmentation models with pretrained backbones. PyTorch.
maxdreyer/zennit
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
maxdreyer/zennit-crp
An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization