MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level
Image-Concept Alignment

MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment

AAAI Conference on Artificial Intelligence (AAAI), 2024

16 January 2024

Luyang Luo

Hao Chen

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Papers citing "MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment"

15 / 15 papers shown

Title
Weakly Supervised Concept Learning with Class-Level Priors for Interpretable Medical Diagnosis Md Nahiduzzaman Steven Korevaar A. Bab-Hadiashar Ruwan Tennakoon 80 0 0 03 Nov 2025
ViConEx-Med: Visual Concept Explainability via Multi-Concept Token Transformer for Medical Image Analysis Cristiano Patrício Luís F. Teixeira João C. Neves MedIm 110 0 0 11 Oct 2025
CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable DiagnosisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yiheng Dong Yi Lin Xin Yang 92 0 0 04 Oct 2025
In-hoc Concept Representations to Regularise Deep Learning in Medical Imaging V. Corbetta Floris Six Dijkstra R. Beets-Tan Hoel Kervadec Kristoffer Wickstrøm Wilson Silva OOD 70 0 0 19 Aug 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image ClassificationComputers in Biology and Medicine (Comput. Biol. Med.), 2025 Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 985 3 0 21 Jan 2025
Concept Complement Bottleneck Model for Interpretable Medical Image Diagnosis Hongmei Wang Junlin Hou Hao Chen 187 4 0 20 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 308 24 0 03 Oct 2024
A Novel Perspective for Multi-modal Multi-label Skin Lesion ClassificationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Yuan Zhang Yutong Xie Hu Wang Jodie C Avery M. L. Hull Gustavo Carneiro 217 1 0 19 Sep 2024
Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary ConceptsEuropean Conference on Computer Vision (ECCV), 2024 Andong Tan Fengtao Zhou Hao Chen VLM 193 15 0 05 Aug 2024
MDA: An Interpretable Multi-Modal Fusion with Missing Modalities and Intrinsic Noise Lin Fan Yafei Ou Cenyang Zheng Pengyu Dai Tamotsu Kamishima Masayuki Ikebe Kenji Suzuki Xun Gong 154 0 0 15 Jun 2024
MAProtoNet: A Multi-scale Attentive Interpretable Prototypical Part Network for 3D Magnetic Resonance Imaging Brain Tumor Classification Binghua Li Jie Mao Zhe Sun Chao Li Qibin Zhao Toshihisa Tanaka 180 1 0 13 Apr 2024
Concept-Attention Whitening for Interpretable Skin Lesion Diagnosis Junlin Hou Jilan Xu Hao Chen MedIm 201 10 0 09 Apr 2024
XCoOp: Explainable Prompt Learning for Computer-Aided Diagnosis via Concept-guided Context OptimizationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Yequan Bie Luyang Luo Zhixuan Chen Hao Chen 162 18 0 14 Mar 2024
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 2.7K 28,515 0 22 May 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.9K 19,337 0 16 Feb 2016