Histogram- and Diffusion-Based Medical Out-of-Distribution Detection

12 October 2023

Papers citing "Histogram- and Diffusion-Based Medical Out-of-Distribution Detection"

7 / 7 papers shown

Title
Binary Noise for Binary Tasks: Masked Bernoulli Diffusion for Unsupervised Anomaly Detection J. Wolleb Florentin Bieder Paul Friedrich Peter Zhang Alicia Durrer P. Cattin DiffM MedIm 39 3 0 18 Mar 2024
Patched Diffusion Models for Unsupervised Anomaly Detection in Brain MRI F. Behrendt Debayan Bhattacharya Julia Kruger R. Opfer Alexander Schlaefer DiffM MedIm 31 40 0 07 Mar 2023
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 107 285 0 15 Sep 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 197 1,149 0 10 Sep 2022
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 188 879 0 21 Oct 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 128 57 0 12 Dec 2020
DeScarGAN: Disease-Specific Anomaly Detection with Weak Supervision J. Wolleb Robin Sandkühler Philippe C. Cattin 278 21 0 28 Jul 2020