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Topic: "concept-based-explanations"

mertyg/post-hoc-cbm

Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023

Language: Python - Size: 1.4 MB - Last synced at: 22 days ago - Pushed at: about 1 year ago - Stars: 77 - Forks: 13

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"

Language: Python - Size: 68 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 59 - Forks: 21

wbw520/BotCL

Learning Bottleneck Concepts in Image Classification (CVPR 2023)

Language: Python - Size: 3.78 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 37 - Forks: 6

xmq1221/awesome-prototype-based-papers

This is a list of awesome prototype-based papers for explainable artificial intelligence.

Size: 25.4 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 0

zju-vipa/ProtoPFormer

ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition

Language: Python - Size: 173 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 5

obiyoag/evi-CEM

Official implementation of MICCAI2024 paper "Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis"

Language: Python - Size: 21.5 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 17 - Forks: 0

CristianoPatricio/coherent-cbe-skin

Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", CVPRW 2023.

Language: Python - Size: 1.14 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 14 - Forks: 1

maxdreyer/pcx

Prototypical Concept-based Explanations, accepted at SAIAD workshop at CVPR 2024.

Language: Jupyter Notebook - Size: 25.3 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 11 - Forks: 1

maleakhiw/explaining-dataset-shifts

The Concept Bottleneck Shift Detection (CBSD) methods for explaining and detecting various dataset shifts.

Language: Jupyter Notebook - Size: 1.02 GB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 11 - Forks: 2

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.

Language: Python - Size: 2.86 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 9 - Forks: 2

CristianoPatricio/CBVLM

Code for the paper "CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification".

Language: Python - Size: 903 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 1

mateoespinosa/tabcbm

Official Implementation of TMLR's paper: "TabCBM: Concept-based Interpretable Neural Networks for Tabular Data"

Language: Python - Size: 11.8 MB - Last synced at: 10 months ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 2

CristianoPatricio/concept-based-interpretability-VLM

Code for the paper "Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models", ISBI 2024 (Oral).

Language: Jupyter Notebook - Size: 21.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

shikhu51197/Complete-interview-ownnotes

all interview questions based on frontend, backend, and data structures and algorithms (DSA) topics can be quite extensive

Language: JavaScript - Size: 391 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

DataSciencePolimi/Visual-TCAV

Official TensorFlow V2 implementation of Visual-TCAV, a novel framework for post-hoc explainability in image classification.

Language: Jupyter Notebook - Size: 9.26 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 1 - Forks: 1

lmb-freiburg/ucbm

Official code for the paper "Selective Concept Bottleneck Models Without Predefined Concepts" (TMLR 2025)

Language: Python - Size: 2.93 KB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

Yuvraj960/DSA

Conceptualizing DSA in Java and CPP

Language: Java - Size: 4.4 MB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

Related Topics
explainable-ai 11 interpretability 8 concept-based-models 8 explainability 7 concepts 6 xai 4 deep-learning 3 explainable-artificial-intelligence 3 computer-vision 3 medical-imaging 3 pytorch 2 protopnet 2 part-prototype-networks 2 melanoma-diagnosis 2 neural-networks 2 skin-lesion-classification 2 artificial-intelligence 2 concept-bottleneck-models 2 visual-language-models 1 ieee-isbi 1 in-context-learning 1 clip 1 feature-importance 1 explainable-ml 1 deep-neural-networks 1 attributions 1 large-vision-language-models 1 multimodal-large-language-models 1 evidential-deep-learning 1 skin-disease-classifiction 1 vision-language-model 1 cpp 1 dsa 1 java 1 learn-dsa 1 logic-building 1 cnn-classification 1 prototypes 1 interpretable-deep-learning 1 tabular 1 tabular-data 1 vision-transformer 1 concept 1 concept-interventions 1 interventions 1 backend 1 dsa-algorithm 1 example-code 1 frontend 1 full-stack-web-development 1 dataset-shifts 1 awesome-list 1 papers 1 self-explainable-networks 1 trustworthy-ai 1 deep 1