concept-based-explanations

There are 1 repository under concept-based-explanations topic.

mertyg / post-hoc-cbm
Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023
concept-based-explanations concept-based-models concepts explainability interpretability
Language:Python 57
mateoespinosa / cem
Repository for our NeurIPS 2022 paper "Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off" and our NeurIPS 2023 paper "Learning to Receive Help: Intervention-Aware Concept Embedding Models"
artificial-intelligence concept concept-based-explanations concept-based-models concept-interventions concepts deep-learning explainability explainable-ai interpretability interventions neural-networks pytorch xai
Language:Python 42
wbw520 / BotCL
Learning Bottleneck Concepts in Image Classification
concept-based-explanations explainable-ai
Language:Python 30
xmq1221 / awesome-prototype-based-papers
This is a list of awesome prototype-based papers for explainable artificial intelligence.
awesome-list explainable-ai interpretability computer-vision explainable-artificial-intelligence papers self-explainable-networks concept-based-explanations concept-based-models part-prototype-networks protopnet
30
zju-vipa / ProtoPFormer
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition
computer-vision pytorch vision-transformer explainable-ai explainable-artificial-intelligence concept-based-explanations concept-based-models part-prototype-networks protopnet
Language:Python 26
maleakhiw / explaining-dataset-shifts
The Concept Bottleneck Shift Detection (CBSD) methods for explaining and detecting various dataset shifts.
explainable-ai dataset-shifts concept-based-explanations
Language:Jupyter Notebook 14
CristianoPatricio / coherent-cbe-skin
Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", CVPRW 2023.
concept-based-explanations deep-learning explainable-ai medical-imaging melanoma-diagnosis skin-lesion-classification
Language:Python 10
JonathanCrabbe / CARs
This repository contains the implementation of Concept Activation Regions, a new framework to explain deep neural networks with human concepts. For more details, please read our NeurIPS 2022 paper: 'Concept Activation Regions: a Generalized Framework for Concept-Based Explanations.
concept-based-explanations deep deep-neural-networks explainable-ai explainable-ml feature-importance interpretability xai
Language:Python 9
mateoespinosa / tabcbm
Official Implementation of TMLR's paper: "TabCBM: Concept-based Interpretable Neural Networks for Tabular Data"
artificial-intelligence concept-based-explanations concept-based-models concepts explainability explainable-ai explainable-artificial-intelligence interpretable-deep-learning neural-networks tabular tabular-data xai
Language:Python 4
CristianoPatricio / concept-based-interpretability-VLM
Code for the paper "Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models", ISBI 2024.
clip concept-based-explanations deep-learning explainable-ai interpretability medical-imaging melanoma-diagnosis skin-lesion-classification visual-language-models ieee-isbi
Language:Jupyter Notebook 2
shikhu51197 / Complete-interview-ownnotes
all interview questions based on frontend, backend, and data structures and algorithms (DSA) topics can be quite extensive
backend concept-based-explanations dsa-algorithm example-code frontend full-stack-web-development
Language:JavaScript 1

concept-based-explanations

mertyg / post-hoc-cbm

mateoespinosa / cem

wbw520 / BotCL

xmq1221 / awesome-prototype-based-papers

zju-vipa / ProtoPFormer

maleakhiw / explaining-dataset-shifts

CristianoPatricio / coherent-cbe-skin

JonathanCrabbe / CARs

mateoespinosa / tabcbm

CristianoPatricio / concept-based-interpretability-VLM

shikhu51197 / Complete-interview-ownnotes