On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors

5 May 2020

Adriano Lucieri

Muhammad Naseer Bajwa

Papers citing "On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors"

22 / 22 papers shown

Title
Interpreting CLIP with Hierarchical Sparse Autoencoders Vladimir Zaigrajew Hubert Baniecki P. Biecek 66 0 0 27 Feb 2025
Two-stage framework for optic disc localization and glaucoma classification in retinal fundus images using deep learning Muhammad Naseer Bajwa M. I. Malik Shoaib Ahmed Siddiqui Andreas Dengel Faisal Shafait Wolfgang Neumeier Sheraz Ahmed 19 147 0 28 May 2020
Deep neural network or dermatologist? Kyle Young Gareth Booth B. Simpson R. Dutton Sally Shrapnel MedIm 16 69 0 19 Aug 2019
TSXplain: Demystification of DNN Decisions for Time-Series using Natural Language and Statistical Features Mohsin Munir Shoaib Ahmed Siddiqui Ferdinand Küsters Dominique Mercier Andreas Dengel Sheraz Ahmed AI4TS 14 19 0 15 May 2019
Regression Concept Vectors for Bidirectional Explanations in Histopathology Mara Graziani Vincent Andrearczyk Henning Muller 47 79 0 09 Apr 2019
Towards Automatic Concept-based Explanations Amirata Ghorbani James Wexler James Zou Been Kim FAtt LRM 45 20 0 07 Feb 2019
What evidence does deep learning model use to classify Skin Lesions? Xiaoxiao Li Junyan Wu Eric Z. Chen Hongda Jiang 27 9 0 02 Nov 2018
How do Convolutional Neural Networks Learn Design? Shailza Jolly Brian Kenji Iwana Ryohei Kuroki S. Uchida DiffM 18 14 0 25 Aug 2018
Grounding Visual Explanations Lisa Anne Hendricks Ronghang Hu Trevor Darrell Zeynep Akata FAtt 22 226 0 25 Jul 2018
Training Classifiers with Natural Language Explanations Braden Hancock P. Varma Stephanie Wang Martin Bringmann Percy Liang Christopher Ré FAtt 31 151 0 10 May 2018
What do Deep Networks Like to See? Sebastián M. Palacio Joachim Folz Jörn Hees Federico Raue Damian Borth Andreas Dengel SSL 11 30 0 22 Mar 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 92 1,817 0 30 Nov 2017
On the Automatic Generation of Medical Imaging Reports Baoyu Jing P. Xie Eric Xing MedIm 35 509 0 22 Nov 2017
Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella D. Gutman M. E. Celebi Brian Helba Michael Marchetti ... Aadi Kalloo Konstantinos Liopyris N. Mishra Harald Kittler Allan Halpern 54 2,059 0 13 Oct 2017
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models Wojciech Samek Thomas Wiegand K. Müller XAI VLM 41 1,178 0 28 Aug 2017
MDNet: A Semantically and Visually Interpretable Medical Image Diagnosis Network Zizhao Zhang Yuanpu Xie Fuyong Xing M. McGough Ling Yang MedIm 23 301 0 08 Jul 2017
SmoothGrad: removing noise by adding noise D. Smilkov Nikhil Thorat Been Kim F. Viégas Martin Wattenberg FAtt ODL 161 2,211 0 12 Jun 2017
RECOD Titans at ISIC Challenge 2017 Afonso Menegola Julia Tavares Michel Fornaciali Lin Tzy Li Sandra Avila Eduardo Valle 24 116 0 14 Mar 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 52 5,894 0 04 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 467 10,699 0 19 Feb 2017
Grad-CAM: Why did you say that? Ramprasaath R. Selvaraju Abhishek Das Ramakrishna Vedantam Michael Cogswell Devi Parikh Dhruv Batra FAtt 29 467 0 22 Nov 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 200 14,175 0 23 Feb 2016