Mean-Shifted Contrastive Loss for Anomaly Detection

7 June 2021

Papers citing "Mean-Shifted Contrastive Loss for Anomaly Detection"

28 / 28 papers shown

Title
PathoSCOPE: Few-Shot Pathology Detection via Self-Supervised Contrastive Learning and Pathology-Informed Synthetic Embeddings Sinchee Chin Yinuo Ma Xiaochen Yang Jing-Hao Xue Wenming Yang SSL MedIm 37 0 0 23 May 2025
When Unsupervised Domain Adaptation meets One-class Anomaly Detection: Addressing the Two-fold Unsupervised Curse by Leveraging Anomaly Scarcity Nesryne Mejri Enjie Ghorbel Anis Kacem Pavel Chernakov Niki Maria Foteinopoulou Djamila Aouada 86 0 0 28 Feb 2025
Killing it with Zero-Shot: Adversarially Robust Novelty Detection Hossein Mirzaei Mohammad Jafari Hamid Reza Dehbashi Zeinab Sadat Taghavi Mohammad Sabokrou M. Rohban 101 1 0 28 Jan 2025
Set Features for Anomaly Detection Niv Cohen Issar Tzachor Yedid Hoshen 109 0 0 24 Nov 2023
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 77 679 0 15 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 192 3,992 0 20 Nov 2020
Learning and Evaluating Representations for Deep One-class Classification Kihyuk Sohn Chun-Liang Li Jinsung Yoon Minho Jin Tomas Pfister SSL 107 199 0 04 Nov 2020
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Tal Reiss Niv Cohen Liron Bergman Yedid Hoshen 45 249 0 12 Oct 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 36 595 0 16 Jul 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 276 6,718 0 13 Jun 2020
Rethinking Assumptions in Deep Anomaly Detection Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Klaus-Robert Muller Marius Kloft 57 89 0 30 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 99 1,808 0 20 May 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 42 348 0 05 May 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 423 3,397 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 255 18,607 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 113 12,007 0 13 Nov 2019
Object Detection in Optical Remote Sensing Images: A Survey and A New Benchmark Ke Li G. Wan Gong Cheng L. Meng Junwei Han 35 1,433 0 31 Aug 2019
Detecting semantic anomalies Faruk Ahmed Aaron Courville 36 83 0 13 Aug 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath D. Song OOD SSL 31 940 0 28 Jun 2019
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 64 603 0 28 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 198 3,272 0 21 Mar 2018
Learning Deep Features for One-Class Classification Pramuditha Perera Vishal M. Patel 98 370 0 16 Jan 2018
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 268 7,410 0 02 Dec 2016
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 92 675 0 30 Aug 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 135 2,973 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 112 3,527 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 69 1,012 0 22 Mar 2016
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 107 1,880 0 17 Nov 2015