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Topic: "concept-based-models"

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: 19 days ago - Pushed at: 11 months ago - Stars: 75 - 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: 28 days ago - Pushed at: 28 days ago - Stars: 59 - Forks: 21

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: 12 months 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: 5 months ago - Pushed at: 5 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: 4 months ago - Pushed at: 4 months ago - Stars: 14 - Forks: 1

abonte/protopdebug

Implementation of Concept-level Debugging of Part-Prototype Networks

Language: Python - Size: 45.9 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 0

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: 9 months ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 2

Sorades/CLAT

[TMI 2024] Code for "Concept-based Lesion Aware Transformer for Interpretable Retinal Disease Diagnosis"

Language: Python - Size: 512 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

Related Topics
concept-based-explanations 7 interpretability 6 explainability 6 explainable-ai 5 concepts 4 part-prototype-networks 3 protopnet 3 explainable-artificial-intelligence 3 pytorch 3 artificial-intelligence 2 medical-imaging 2 self-explainable-networks 2 neural-networks 2 deep-learning 2 xai 2 computer-vision 2 papers 1 awesome-list 1 machine-learning 1 debugging 1 melanoma-diagnosis 1 skin-lesion-classification 1 trustworthy-ai 1 evidential-deep-learning 1 skin-disease-classifiction 1 vision-language-model 1 cub200-2011 1 covid-19 1 interventions 1 concept-interventions 1 concept 1 vision-transformer 1 tabular-data 1 tabular 1 interpretable-deep-learning 1 fundus-image-classification 1 diabetic-retinopathy 1