Interpretability Benchmark for Evaluating Spatial Misalignment of
Prototypical Parts Explanations

Interpretability Benchmark for Evaluating Spatial Misalignment of Prototypical Parts Explanations

16 August 2023

Dawid Rymarczyk

Bartosz Zieliñski

Papers citing "Interpretability Benchmark for Evaluating Spatial Misalignment of Prototypical Parts Explanations"

15 / 15 papers shown

Title
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning Hubert Baniecki P. Biecek AAML 78 0 0 11 Mar 2025
Tell me why: Visual foundation models as self-explainable classifiers Hugues Turbé Mina Bjelogrlic G. Mengaldo Christian Lovis 61 0 0 26 Feb 2025
This looks like what? Challenges and Future Research Directions for Part-Prototype Models Khawla Elhadri Tomasz Michalski Adam Wróbel Jorg Schlotterer Bartosz Zieliñski C. Seifert 84 0 0 13 Feb 2025
Interpretable Image Classification with Adaptive Prototype-based Vision Transformers Chiyu Ma J. Donnelly Wenjun Liu Soroush Vosoughi Cynthia Rudin Chaofan Chen ViT 18 8 0 28 Oct 2024
CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning Models Romain Xu-Darme Aymeric Varasse Alban Grastien Julien Girard Zakaria Chihani 20 0 0 25 Sep 2024
Revisiting FunnyBirds evaluation framework for prototypical parts networks Szymon Opłatek Dawid Rymarczyk Bartosz Zieliñski 20 3 0 21 Aug 2024
This Probably Looks Exactly Like That: An Invertible Prototypical Network Zachariah Carmichael Timothy Redgrave Daniel Gonzalez Cedre Walter J. Scheirer BDL 24 2 0 16 Jul 2024
ProtoS-ViT: Visual foundation models for sparse self-explainable classifications Hugues Turbé Mina Bjelogrlic G. Mengaldo Christian Lovis ViT 24 6 0 14 Jun 2024
LucidPPN: Unambiguous Prototypical Parts Network for User-centric Interpretable Computer Vision Mateusz Pach Dawid Rymarczyk K. Lewandowska Jacek Tabor Bartosz Zieliñski 19 7 0 23 May 2024
Position: Do Not Explain Vision Models Without Context Paulina Tomaszewska Przemysław Biecek 24 1 0 28 Apr 2024
Prototype-based Interpretable Breast Cancer Prediction Models: Analysis and Challenges Shreyasi Pathak Jorg Schlotterer Jeroen Veltman J. Geerdink M. V. Keulen Christin Seifert 24 3 0 29 Mar 2024
Pixel-Grounded Prototypical Part Networks Zachariah Carmichael Suhas Lohit A. Cherian Michael J. Jones Walter J. Scheirer 19 11 0 25 Sep 2023
ProGReST: Prototypical Graph Regression Soft Trees for Molecular Property Prediction Dawid Rymarczyk D. Dobrowolski Tomasz Danel 24 3 0 07 Oct 2022
Interpretable Image Classification with Differentiable Prototypes Assignment Dawid Rymarczyk Lukasz Struski Michal Górszczak K. Lewandowska Jacek Tabor Bartosz Zieliñski 31 97 0 06 Dec 2021
Visual Saliency Transformer Nian Liu Ni Zhang Kaiyuan Wan Ling Shao Junwei Han ViT 246 346 0 25 Apr 2021