Diffusion Models for Medical Anomaly Detection

8 March 2022

Robin Sandkühler

Papers citing "Diffusion Models for Medical Anomaly Detection"

34 / 34 papers shown

Title
Research on Anomaly Detection Methods Based on Diffusion Models Yi Chen DiffM 49 0 0 08 May 2025
Enhancing Glass Defect Detection with Diffusion Models: Addressing Imbalanced Datasets in Manufacturing Quality Control Sajjad Rezvani Boroujeni Hossein Abedi Tom Bush 22 0 0 06 May 2025
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang D. Yang Yuan Tian Hai Lin X. Wang MedIm 78 0 0 05 May 2025
Anomaly-Driven Approach for Enhanced Prostate Cancer Segmentation Alessia Hu Regina Beets-Tan Lishan Cai Eduardo Pooch 32 0 0 30 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 41 0 0 20 Apr 2025
ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion Rana Muhammad Shahroz Khan Dongwen Tang Pingzhi Li Kai Wang Tianlong Chen AI4CE 86 0 0 31 Mar 2025
Conditional Diffusion Models are Medical Image Classifiers that Provide Explainability and Uncertainty for Free Gian Mario Favero Parham Saremi Emily Kaczmarek Brennan Nichyporuk Tal Arbel DiffM MedIm 65 0 0 06 Feb 2025
PSDiff: Diffusion Model for Person Search with Iterative and Collaborative Refinement Chengyou Jia Minnan Luo Zhuohang Dang Guangwen Dai Xiao Chang J. Wang DiffM 47 1 0 31 Dec 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 36 2 0 20 Oct 2024
Towards the Discovery of Down Syndrome Brain Biomarkers Using Generative Models Jordi Malé Juan Fortea Mateus Rozalem Aranha Yann Heuzé Neus Martínez-Abadías Xavier Sevillano DiffM 24 1 0 20 Sep 2024
Mask-guided cross-image attention for zero-shot in-silico histopathologic image generation with a diffusion model Dominik Winter Nicolas Triltsch Marco Rosati Anatoliy Shumilov Ziya Kokaragac ... T. Padel L. S. Monasor Ross Hill Markus Schick N. Brieu DiffM MedIm 57 2 0 16 Jul 2024
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Simon Damm M. Laszkiewicz Johannes Lederer Asja Fischer 46 3 0 23 May 2024
Spatial-aware Attention Generative Adversarial Network for Semi-supervised Anomaly Detection in Medical Image Zerui Zhang Zhichao Sun Zelong Liu Bo Du Rui Yu Zhou Zhao Yongchao Xu GAN MedIm 28 3 0 21 May 2024
Unsupervised Anomaly Detection via Masked Diffusion Posterior Sampling Di Wu Shicai Fan Xue Zhou Li Yu Yuzhong Deng Jianxiao Zou Baihong Lin DiffM 28 4 0 27 Apr 2024
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images Chaoqin Huang Aofan Jiang Jinghao Feng Ya-Qin Zhang Xinchao Wang Yanfeng Wang MedIm 35 25 0 19 Mar 2024
A Novel Approach to Industrial Defect Generation through Blended Latent Diffusion Model with Online Adaptation Hanxi Li Zhengxun Zhang Hao Chen Lin Wu Bo Li Deyin Liu Mingwen Wang 38 2 0 29 Feb 2024
Balancing Act: Distribution-Guided Debiasing in Diffusion Models Rishubh Parihar Abhijnya Bhat Abhipsa Basu Saswat Mallick Jogendra Nath Kundu R. V. Babu 43 18 0 28 Feb 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 14 10 0 07 Dec 2023
Local Statistics for Generative Image Detection Yung Jer Wong Teck Khim Ng DiffM 23 2 0 25 Oct 2023
Towards Few-Call Model Stealing via Active Self-Paced Knowledge Distillation and Diffusion-Based Image Generation Vlad Hondru Radu Tudor Ionescu DiffM 32 1 0 29 Sep 2023
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI H. Bedel Tolga Çukur DiffM MedIm 23 24 0 18 Jul 2023
Unsupervised Video Anomaly Detection with Diffusion Models Conditioned on Compact Motion Representations Anil Osman Tur Nicola Dall’Asen Cigdem Beyan Elisa Ricci DiffM VGen 19 14 0 04 Jul 2023
Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion Model H. Iqbal Umar Khalid Jing Hua C. L. P. Chen DiffM MedIm 33 24 0 31 May 2023
Confidence-Aware and Self-Supervised Image Anomaly Localisation Johanna P. Müller Matthew Baugh Jeremy Tan Mischa Dombrowski Bernhard Kainz UQCV OOD 16 4 0 23 Mar 2023
Brain Diffuser: An End-to-End Brain Image to Brain Network Pipeline Xuhang Chen Baiying Lei Chi-Man Pun Shuqiang Wang MedIm DiffM 22 21 0 11 Mar 2023
Don't Play Favorites: Minority Guidance for Diffusion Models Soo Bin Um Suhyeon Lee Jong Chul Ye DiffM 16 21 0 29 Jan 2023
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 35 354 0 14 Nov 2022
Unsupervised Medical Image Translation with Adversarial Diffusion Models Muzaffer Özbey Onat Dalmaz S. Dar H. Bedel cSaban Ozturk Alper Gungor Tolga cCukur DiffM MedIm 30 272 0 17 Jul 2022
The Swiss Army Knife for Image-to-Image Translation: Multi-Task Diffusion Models J. Wolleb Robin Sandkühler Florentin Bieder Philippe C. Cattin MedIm DiffM 16 32 0 06 Apr 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 513 0 06 Dec 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,584 0 10 Nov 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 102 163 0 28 Apr 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 120 57 0 12 Dec 2020
DeScarGAN: Disease-Specific Anomaly Detection with Weak Supervision J. Wolleb Robin Sandkühler Philippe C. Cattin 195 21 0 28 Jul 2020