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Self-Tuning Self-Supervised Image Anomaly Detection

21 June 2023

Papers citing "Self-Tuning Self-Supervised Image Anomaly Detection"

31 / 31 papers shown

Title
DSV: An Alignment Validation Loss for Self-supervised Outlier Model Selection Jaemin Yoo Yue Zhao Lingxiao Zhao Leman Akoglu 47 6 0 13 Jul 2023
A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT Ce Zhou Qian Li Chen Li Jun Yu Yixin Liu ... P. Xie Caiming Xiong Jian Pei Philip S. Yu U. Chicago AI4CE 177 546 0 18 Feb 2023
Data Augmentation is a Hyperparameter: Cherry-picked Self-Supervision for Unsupervised Anomaly Detection is Creating the Illusion of Success Jaemin Yoo Tianchen Zhao Leman Akoglu 154 8 0 16 Aug 2022
Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and a Scalable Hyper-Ensemble Solution Xueying Ding Lingxiao Zhao Leman Akoglu OODD 88 24 0 15 Jun 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Edouard Grave ViT 142 434 0 14 Apr 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 104 125 0 28 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 918 8,127 0 11 Nov 2021
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection Marco Rudolph Tom Wehrbein Bodo Rosenhahn Bastian Wandt UQCV 146 226 0 06 Oct 2021
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Denis A. Gudovskiy Shun Ishizaka Kazuki Kozuka 150 426 0 27 Jul 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 193 660 0 18 Jun 2021
Masked Contrastive Learning for Anomaly Detection Hyunsoo Cho Jinseok Seol Sang-goo Lee SSL 75 43 0 18 May 2021
CutPaste: Self-Supervised Learning for Anomaly Detection and Localization Chun-Liang Li Kihyuk Sohn Chang Jo Kim Tomas Pfister SSL UQCV 113 821 0 08 Apr 2021
Neural Transformation Learning for Deep Anomaly Detection Beyond Images Chen Qiu Timo Pfrommer Marius Kloft Stephan Mandt Maja R. Rudolph ViT AI4TS 83 134 0 30 Mar 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 137 351 0 22 Mar 2021
Self-supervised Pretraining of Visual Features in the Wild Priya Goyal Mathilde Caron Benjamin Lefaudeux Min Xu Pengchao Wang ... Mannat Singh Vitaliy Liptchinsky Ishan Misra Armand Joulin Piotr Bojanowski VLM SSL 133 278 0 02 Mar 2021
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 157 615 0 16 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 261 1,679 0 15 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.4K 43,807 0 28 May 2020
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection Oliver Rippel Patrick Mertens Dorit Merhof 177 245 0 28 May 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 115 356 0 05 May 2020
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 255 6,713 0 05 Nov 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 467 3,559 0 30 Sep 2019
PairNorm: Tackling Oversmoothing in GNNs Lingxiao Zhao Leman Akoglu 125 518 0 26 Sep 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 260 1,508 0 11 Dec 2018
Adversarially Learned Anomaly Detection Houssam Zenati Manon Romain Chuan-Sheng Foo Bruno Lecouat V. Chandrasekhar GAN 93 406 0 06 Dec 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 151 610 0 28 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 168 1,425 0 17 May 2018
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 289 3,818 0 15 Aug 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.9K 197,075 0 10 Dec 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 539 7,451 0 05 Jun 2015
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 328 2,391 0 15 May 2008