Coherent Concept-based Explanations in Medical Image and Its Application
to Skin Lesion Diagnosis

Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis

10 April 2023

Cristiano Patrício

João C. Neves

Luís F. Teixeira

Papers citing "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis"

14 / 14 papers shown

Title
A Framework for Learning Ante-hoc Explainable Models via Concepts Anirban Sarkar Deepak Vijaykeerthy Anindya Sarkar V. Balasubramanian LRM BDL 73 50 0 25 Aug 2021
Comprehensible Convolutional Neural Networks via Guided Concept Learning Sandareka Wickramanayake Wynne Hsu Mong Li Lee SSL 46 24 0 11 Jan 2021
Now You See Me (CME): Concept-based Model Extraction Dmitry Kazhdan B. Dimanov M. Jamnik Pietro Lio Adrian Weller 46 75 0 25 Oct 2020
Concept Bottleneck Models Pang Wei Koh Thao Nguyen Y. S. Tang Stephen Mussmann Emma Pierson Been Kim Percy Liang 94 821 0 09 Jul 2020
Deep Sequential Feature Learning in Clinical Image Classification of Infectious Keratitis Ye-sheng Xu Ming Kong Wen-jia Xie Run-Ping Duan Zhengqing Fang Yuxiao Lin Qiang Zhu Siliang Tang Leilei Gan Yu-feng Yao MedIm 74 53 0 04 Jun 2020
On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors Adriano Lucieri Muhammad Naseer Bajwa S. Braun M. I. Malik Andreas Dengel Sheraz Ahmed MedIm 202 65 0 05 May 2020
Concept Whitening for Interpretable Image Recognition Zhi Chen Yijie Bei Cynthia Rudin FAtt 67 320 0 05 Feb 2020
A deep learning system for differential diagnosis of skin diseases Yuan Liu Ayush Jain C. Eng David H. Way Kang Lee ... Dennis Ai Shijie Huang Yun-Hui Liu R. C. Dunn David Coz 47 599 0 11 Sep 2019
Regression Concept Vectors for Bidirectional Explanations in Histopathology Mara Graziani Vincent Andrearczyk Henning Muller 75 81 0 09 Apr 2019
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 129 1,966 0 08 Oct 2018
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV) Been Kim Martin Wattenberg Justin Gilmer Carrie J. Cai James Wexler F. Viégas Rory Sayres FAtt 211 1,842 0 30 Nov 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 424 26,481 0 05 Sep 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 225 8,470 0 17 Jun 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 766 36,794 0 25 Aug 2016