Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images

3 September 2021

Papers citing "Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images"

24 / 24 papers shown

Title
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Simon Damm M. Laszkiewicz Johannes Lederer Asja Fischer 69 7 0 23 May 2024
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation Yuyuan Liu Choubo Ding Yu Tian Guansong Pang Vasileios Belagiannis Ian Reid G. Carneiro OODD 56 40 0 26 Nov 2022
Knowledge Distillation to Ensemble Global and Interpretable Prototype-Based Mammogram Classification Models Chong Wang Yuanhong Chen Yuyuan Liu Yu Tian Fengbei Liu Davis J. McCarthy M. Elliott Helen Frazer G. Carneiro 71 20 0 26 Sep 2022
Multi-view Local Co-occurrence and Global Consistency Learning Improve Mammogram Classification Generalisation Yuanhong Chen Hu Wang Chong Wang Yu Tian Fengbei Liu M. Elliott Davis J. McCarthy Helen Frazer G. Carneiro 90 20 0 21 Sep 2022
Translation Consistent Semi-supervised Segmentation for 3D Medical Images Yuyuan Liu Yu Tian Chong Wang Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 3DV 129 16 0 28 Mar 2022
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked Autoencoder Yu Tian Guansong Pang Yuyuan Liu Chong Wang Yuanhong Chen Fengbei Liu Rajvinder Singh Johan Verjans Mengyu Wang G. Carneiro ViT 76 24 0 22 Mar 2022
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Hannah M. Schlüter Jeremy Tan Benjamin Hou Bernhard Kainz 150 133 0 30 Sep 2021
Domain Adversarial RetinaNet as a Reference Algorithm for the MItosis DOmain Generalization Challenge Frauke Wilm Christian Marzahl Katharina Breininger Marc Aubreville 36 13 0 25 Aug 2021
Mean-Shifted Contrastive Loss for Anomaly Detection Tal Reiss Yedid Hoshen 65 118 0 07 Jun 2021
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Yu Tian Guansong Pang Yuanhong Chen Rajvinder Singh Johan Verjans G. Carneiro AI4TS 66 301 0 25 Jan 2021
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Thomas Defard Aleksandr Setkov Angélique Loesch Romaric Audigier UQCV 75 837 0 17 Nov 2020
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Tal Reiss Niv Cohen Liron Bergman Yedid Hoshen 61 251 0 12 Oct 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 169 920 0 06 Jul 2020
Self-supervised Depth Estimation to Regularise Semantic Segmentation in Knee Arthroscopy Fengbei Liu Y. Jonmohamadi Gabriel Maicas Ajay K. Pandey G. Carneiro 36 16 0 05 Jul 2020
Scale-Space Autoencoders for Unsupervised Anomaly Segmentation in Brain MRI Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab 53 37 0 23 Jun 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 47 350 0 05 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 141 4,532 0 23 Apr 2020
COVID-Net: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest X-Ray Images Linda Wang A. Wong OOD 99 2,502 0 22 Mar 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 177 12,065 0 13 Nov 2019
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Paul Bergmann Michael Fauser David Sattlegger C. Steger 72 663 0 06 Nov 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 604 4,766 0 13 May 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 108 525 0 20 Mar 2019
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 86 606 0 28 May 2018
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015