Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation

Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation

21 December 2023

Paraskevas Pegios

Siavash Bigdeli

Papers citing "Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation"

13 / 13 papers shown

Title
Patronus: Bringing Transparency to Diffusion Models with Prototypes Nina Weng Aasa Feragen Siavash Bigdeli DiffM 39 0 0 28 Mar 2025
Graph Counterfactual Explainable AI via Latent Space Traversal Andreas Abildtrup Hansen Paraskevas Pegios Anna Calissano Aasa Feragen OOD BDL AAML 76 0 0 15 Jan 2025
Mask of truth: model sensitivity to unexpected regions of medical images Théo Sourget Michelle Hestbek-Møller Amelia Jiménez-Sánchez Jack Junchi Xu V. Cheplygina AAML 75 0 0 05 Dec 2024
Counterfactual Explanations via Riemannian Latent Space Traversal Paraskevas Pegios Aasa Feragen Andreas Abildtrup Hansen Georgios Arvanitidis BDL 30 1 0 04 Nov 2024
Rethinking Visual Counterfactual Explanations Through Region Constraint Bartlomiej Sobieski Jakub Grzywaczewski Bartlomiej Sadlej Matthew Tivnan P. Biecek CML 41 0 0 16 Oct 2024
Global Counterfactual Directions Bartlomiej Sobieski P. Biecek DiffM 56 4 0 18 Apr 2024
Reactive Model Correction: Mitigating Harm to Task-Relevant Features via Conditional Bias Suppression Dilyara Bareeva Maximilian Dreyer Frederik Pahde Wojciech Samek Sebastian Lapuschkin KELM 64 1 0 15 Apr 2024
Diffusion-based Iterative Counterfactual Explanations for Fetal Ultrasound Image Quality Assessment Paraskevas Pegios Manxi Lin Nina Weng M. B. S. Svendsen Zahra Bashir Siavash Bigdeli Anders Christensen M. Tolsgaard Aasa Feragen MedIm 47 5 0 13 Mar 2024
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 203 1,330 0 24 Jan 2022
Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models Guilherme Pombo Robert J. Gray M. Jorge Cardoso Sebastien Ourselin G. Rees John Ashburner P. Nachev 29 16 0 29 Nov 2021
Explaining the Black-box Smoothly- A Counterfactual Approach Junyu Chen Yong Du Yufan He W. Paul Segars Ye Li MedIm FAtt 63 83 0 11 Jan 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015