Explainable artificial intelligence (XAI) in deep learning-based medical image analysis

22 July 2021

Bas H. M. van der Velden

Papers citing "Explainable artificial intelligence (XAI) in deep learning-based medical image analysis"

27 / 27 papers shown

Title
MERA: Multimodal and Multiscale Self-Explanatory Model with Considerably Reduced Annotation for Lung Nodule Diagnosis Jiahao Lu Chong Yin Silvia Ingala Kenny Erleben M. Nielsen S. Darkner 49 0 0 27 Apr 2025
An Attention-Guided Deep Learning Approach for Classifying 39 Skin Lesion Types Sauda Adiv Hanum Ashim Dey Muhammad Ashad Kabir 42 2 0 10 Jan 2025
GRAPHITE: Graph-Based Interpretable Tissue Examination for Enhanced Explainability in Breast Cancer Histopathology Raktim Kumar Mondol Ewan K. A. Millar Peter H. Graham Lois Browne Arcot Sowmya Erik H. W. Meijering 46 0 0 08 Jan 2025
Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning M. Y. Jabarulla T. Uden Thomas Jack P. Beerbaum S. Oeltze-jafra 30 1 0 15 Nov 2024
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation Chong Wang Fengbei Liu Yuanhong Chen Helen Frazer Gustavo Carneiro 32 2 0 07 Nov 2024
Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis Yibo Gao Zheyao Gao Xin Gao Yuanye Liu Bomin Wang Xiahai Zhuang 26 1 0 27 Jun 2024
Clinically inspired enhance Explainability and Interpretability of an AI-Tool for BCC diagnosis based on expert annotation Iván Matas Carmen Serrano Francisca Silva Amalia Serrano Tomás Toledo-Pastrana B. Acha 20 0 0 27 Jun 2024
CONFINE: Conformal Prediction for Interpretable Neural Networks Linhui Huang S. Lala N. Jha 63 2 0 01 Jun 2024
The Explanation Necessity for Healthcare AI Michail Mamalakis Héloïse de Vareilles Graham K Murray Pietro Lio' J. Suckling 33 2 0 31 May 2024
Influence based explainability of brain tumors segmentation in multimodal Magnetic Resonance Imaging Tommaso Torda Andrea Ciardiello Simona Gargiulo Greta Grillo Simone Scardapane Cecilia Voena S. Giagu 21 0 0 05 Apr 2024
A comprehensive study on fidelity metrics for XAI Miquel Miró-Nicolau Antoni Jaume-i-Capó Gabriel Moyà Alcover 28 11 0 19 Jan 2024
AI-based association analysis for medical imaging using latent-space geometric confounder correction Xianjing Liu Bo-wen Li Meike W. Vernooij E. Wolvius Gennady V. Roshchupkin Esther E. Bron MedIm 24 0 0 03 Oct 2023
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI H. Bedel Tolga Çukur DiffM MedIm 23 24 0 18 Jul 2023
A Transfer Learning and Explainable Solution to Detect mpox from Smartphones images M. Campana Marco Colussi Franca Delmastro S. Mascetti Elena Pagani 13 10 0 29 May 2023
Gender, Smoking History and Age Prediction from Laryngeal Images Tianxiao Zhang A. Bur Shannon M. Kraft Hannah Kavookjian Bryan Renslo Xiangyu Chen Bo Luo Guanghui Wang 18 7 0 26 May 2023
sMRI-PatchNet: A novel explainable patch-based deep learning network for Alzheimer's disease diagnosis and discriminative atrophy localisation with Structural MRI Xin Zhang Liangxiu Han Lianghao Han Haoming Chen Darren Dancey Daoqiang Zhang MedIm 13 4 0 17 Feb 2023
A novel approach to generate datasets with XAI ground truth to evaluate image models Miquel Miró-Nicolau Antoni Jaume-i-Capó Gabriel Moyà Alcover 14 4 0 11 Feb 2023
Understanding User Preferences in Explainable Artificial Intelligence: A Survey and a Mapping Function Proposal M. Hashemi Ali Darejeh Francisco Cruz 37 3 0 07 Feb 2023
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning José Morano Álvaro S. Hervella J. Rouco Jorge Novo José I. Fernández-Vigo M. Ortega MedIm 22 13 0 01 Dec 2022
cRedAnno+: Annotation Exploitation in Self-Explanatory Lung Nodule Diagnosis Jiahao Lu Chong Yin Kenny Erleben M. B. Nielsen S. Darkner 22 1 0 28 Oct 2022
Attention-based Interpretable Regression of Gene Expression in Histology Mara Graziani Niccolo Marini Nicolas Deutschmann Nikita Janakarajan Henning Muller María Rodríguez Martínez MedIm 38 5 0 29 Aug 2022
Evaluating Feature Attribution Methods in the Image Domain Arne Gevaert Axel-Jan Rousseau Thijs Becker D. Valkenborg T. D. Bie Yvan Saeys FAtt 13 22 0 22 Feb 2022
Explainable AI (XAI): A Systematic Meta-Survey of Current Challenges and Future Opportunities Waddah Saeed C. Omlin XAI 34 414 0 11 Nov 2021
SDFN: Segmentation-based Deep Fusion Network for Thoracic Disease Classification in Chest X-ray Images Han Liu Lei Wang Y. Nan F. Jin Qi Wang J. Pu 81 94 0 30 Oct 2018
Learn To Pay Attention Saumya Jetley Nicholas A. Lord Namhoon Lee Philip H. S. Torr 50 437 0 06 Apr 2018
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 227 3,681 0 28 Feb 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 278 10,613 0 19 Feb 2017