What is Healthy? Generative Counterfactual Diffusion for Lesion Localization

25 July 2022

Sotirios A. Tsaftaris

MedIm

DiffM

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Papers citing "What is Healthy? Generative Counterfactual Diffusion for Lesion Localization"

23 / 23 papers shown

Title
Robust image representations with counterfactual contrastive learning Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD MedIm 93 2 0 16 Sep 2024
Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion Models Konstantinos Vilouras Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 136 3 0 19 Apr 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 82 11 0 29 Mar 2024
Guided Reconstruction with Conditioned Diffusion Models for Unsupervised Anomaly Detection in Brain MRIs F. Behrendt Debayan Bhattacharya R. Mieling Lennart Maack Julia Kruger R. Opfer Alexander Schlaefer DiffM MedIm 74 10 0 07 Dec 2023
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,963 0 26 Jul 2022
Fast Unsupervised Brain Anomaly Detection and Segmentation with Diffusion Models W. H. Pinaya M. Graham Robert J. Gray P. F. D. Costa Petru-Daniel Tudosiu ... D. Werring Geraint Rees P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 69 106 0 07 Jun 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 461 6,067 0 23 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 413 6,908 0 13 Apr 2022
Diffusion Models for Medical Anomaly Detection J. Wolleb Florentin Bieder Robin Sandkühler Philippe C. Cattin MedIm DiffM 102 279 0 08 Mar 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 85 75 0 21 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 485 15,734 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 364 3,627 0 20 Dec 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 265 7,938 0 11 May 2021
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 289 7,469 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 680 18,310 0 19 Jun 2020
Deep Structural Causal Models for Tractable Counterfactual Inference Nick Pawlowski Daniel Coelho De Castro Ben Glocker CML MedIm 106 242 0 11 Jun 2020
Unsupervised anomaly localization using VAE and beta-VAE Leixin Zhou Wenxiang Deng Xiaodong Wu DRL 68 16 0 19 May 2020
Unsupervised Lesion Detection via Image Restoration with a Normative Prior Xiaoran Chen Suhang You K. Tezcan E. Konukoglu MedIm 56 140 0 30 Apr 2020
Pseudo-healthy synthesis with pathology disentanglement and adversarial learning Tian Xia A. Chartsias Sotirios A. Tsaftaris MedIm 38 38 0 20 Apr 2020
Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study Christoph Baur Stefan Denner Benedikt Wiestler Shadi Albarqouni Nassir Navab OOD 63 292 0 07 Apr 2020
Unsupervised Anomaly Localization using Variational Auto-Encoders David Zimmerer Fabian Isensee Jens Petersen Simon A. A. Kohl Klaus Maier-Hein DRL 68 135 0 04 Jul 2019
Context-encoding Variational Autoencoder for Unsupervised Anomaly Detection David Zimmerer Simon A. A. Kohl Jens Petersen Fabian Isensee Klaus H. Maier-Hein DRL 66 129 0 14 Dec 2018
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge Spyridon Bakas M. Reyes Andras Jakab Stefan Bauer Markus Rempfler ... Jayashree Kalpathy-Cramer Keyvan Farahani Christos Davatzikos Koen van Leemput Bjoern Menze 136 1,638 0 05 Nov 2018