Towards Evaluating Explanations of Vision Transformers for Medical
Imaging

Towards Evaluating Explanations of Vision Transformers for Medical Imaging

12 April 2023

Piotr Komorowski

Hubert Baniecki

Papers citing "Towards Evaluating Explanations of Vision Transformers for Medical Imaging"

16 / 16 papers shown

Title
Prisma: An Open Source Toolkit for Mechanistic Interpretability in Vision and Video Sonia Joseph Praneet Suresh Lorenz Hufe Edward Stevinson Robert Graham Yash Vadi Danilo Bzdok Sebastian Lapuschkin Lee Sharkey Blake A. Richards 72 0 0 28 Apr 2025
Evaluating Visual Explanations of Attention Maps for Transformer-based Medical Imaging Minjae Chung Jong Bum Won Ganghyun Kim Yujin Kim Utku Ozbulak MedIm 57 0 0 12 Mar 2025
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 Gustav Muller-Franzes Firas Khader R. Siepmann T. Han Jakob Nikolas Kather S. Nebelung Daniel Truhn MedIm 64 0 0 24 Nov 2024
Revisiting FunnyBirds evaluation framework for prototypical parts networks Szymon Opłatek Dawid Rymarczyk Bartosz Zieliñski 20 3 0 21 Aug 2024
DFE-IANet: A Method for Polyp Image Classification Based on Dual-domain Feature Extraction and Interaction Attention Wei Wang Jixing He Xin Wang 32 0 0 30 Jul 2024
Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models Maciej Chrabaszcz Hubert Baniecki Piotr Komorowski Szymon Płotka Przemysław Biecek 29 1 0 23 Jul 2024
CNN-based explanation ensembling for dataset, representation and explanations evaluation Weronika Hryniewska-Guzik Luca Longo P. Biecek FAtt 43 0 0 16 Apr 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 38 1 0 13 Apr 2024
LVLM-Interpret: An Interpretability Tool for Large Vision-Language Models Gabriela Ben-Melech Stan Estelle Aflalo R. Y. Rohekar Anahita Bhiwandiwalla Shao-Yen Tseng M. L. Olson Yaniv Gurwicz Chenfei Wu Nan Duan Vasudev Lal 83 6 0 03 Apr 2024
Learning to Project for Cross-Task Knowledge Distillation Dylan Auty Roy Miles Benedikt Kolbeinsson K. Mikolajczyk 40 0 0 21 Mar 2024
DXAI: Explaining Classification by Image Decomposition Elnatan Kadar Guy Gilboa FAtt 22 0 0 30 Dec 2023
Explainability of Vision Transformers: A Comprehensive Review and New Perspectives Rojina Kashefi Leili Barekatain Mohammad Sabokrou Fatemeh Aghaeipoor ViT 29 9 0 12 Nov 2023
Be Careful When Evaluating Explanations Regarding Ground Truth Hubert Baniecki Maciej Chrabaszcz Andreas Holzinger Bastian Pfeifer Anna Saranti P. Biecek FAtt AAML 38 3 0 08 Nov 2023
Adversarial attacks and defenses in explainable artificial intelligence: A survey Hubert Baniecki P. Biecek AAML 40 62 0 06 Jun 2023
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 251 619 0 21 May 2021
TransPose: Keypoint Localization via Transformer Sen Yang Zhibin Quan Mu Nie Wankou Yang ViT 135 259 0 28 Dec 2020