Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images

5 March 2021

Papers citing "Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images"

33 / 33 papers shown

Title
Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification Fengbei Liu Yu Tian F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro 56 41 0 05 Mar 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 61 301 0 25 Jan 2021
Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning Yu Tian L. Pu Yuyuan Liu Gabriel Maicas Johan Verjans A. Burt Seon Ho Shin Rajvinder Singh G. Carneiro 41 7 0 09 Jan 2021
Learning and Evaluating Representations for Deep One-class Classification Kihyuk Sohn Chun-Liang Li Jinsung Yoon Minho Jin Tomas Pfister SSL 116 200 0 04 Nov 2020
Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images Kang Zhou Yuting Xiao Jianlong Yang Jun Cheng Wen Liu Weixin Luo Zaiwang Gu Jiang-Dong Liu Shenghua Gao MedIm 69 117 0 09 Aug 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 144 920 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
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 127 385 0 29 Jun 2020
Few-Shot Anomaly Detection for Polyp Frames from Colonoscopy Yu Tian Gabriel Maicas L. Pu Rajvinder Singh Johan Verjans G. Carneiro MedIm 50 39 0 26 Jun 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
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan Ge-Peng Ji Tao Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao ODL 174 1,168 0 13 Jun 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 124 1,826 0 20 May 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 47 349 0 05 May 2020
Unsupervised Lesion Detection via Image Restoration with a Normative Prior Xiaoran Chen Suhang You K. Tezcan E. Konukoglu MedIm 51 137 0 30 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 307 18,686 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 151 12,050 0 13 Nov 2019
Unsupervised Dual Adversarial Learning for Anomaly Detection in Colonoscopy Video Frames Yuyuan Liu Yu Tian Gabriel Maicas L. Pu Rajvinder Singh Johan Verjans G. Carneiro GAN MedIm 37 20 0 23 Oct 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath D. Song OOD SSL 47 944 0 28 Jun 2019
Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT Philipp Seeböck J. Orlando T. Schlegl S. Waldstein Hrvoje Bogunović S. Klimscha Georg Langs U. Schmidt-Erfurth UQCV 82 134 0 29 May 2019
Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection Dong Gong Lingqiao Liu Vuong Le Budhaditya Saha M. Mansour Svetha Venkatesh Anton Van Den Hengel UQCV 41 1,258 0 04 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 113 1,316 0 01 Apr 2019
Attention Based Glaucoma Detection: A Large-scale Database and CNN Model Liu Li Mai Xu Xiaofei Wang Lai Jiang Hanruo Liu 42 205 0 26 Mar 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 108 525 0 20 Mar 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 129 716 0 25 Jan 2019
Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer David Berthelot Colin Raffel Aurko Roy Ian Goodfellow 47 264 0 19 Jul 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 95 6,106 0 18 Jul 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 80 605 0 28 May 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 586 10,741 0 19 Feb 2017
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 152 2,978 0 30 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.7K 193,426 0 10 Dec 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.5K 76,917 0 18 May 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 406 16,947 0 20 Dec 2013