Fine-grained Anomaly Detection via Multi-task Self-Supervision

20 April 2021

Papers citing "Fine-grained Anomaly Detection via Multi-task Self-Supervision"

25 / 25 papers shown

Title
Puzzle-AE: Novelty Detection in Images through Solving Puzzles Mohammadreza Salehi Ainaz Eftekhar Niousha Sadjadi M. Rohban Hamid R. Rabiee AAML 99 43 0 29 Aug 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 51 598 0 16 Jul 2020
Video Anomaly Detection for Smart Surveillance Sijie Zhu Chong Chen Waqas Sultani 87 35 0 01 Apr 2020
DROCC: Deep Robust One-Class Classification Sachin Goyal Aditi Raghunathan Moksh Jain H. Simhadri Prateek Jain VLM 57 163 0 28 Feb 2020
Deep Anomaly Detection with Deviation Networks Guansong Pang Chunhua Shen Anton Van Den Hengel 65 354 0 19 Nov 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath D. Song OOD SSL 47 943 0 28 Jun 2019
Deep Semi-Supervised Anomaly Detection Lukas Ruff Robert A. Vandermeulen Nico Görnitz Alexander Binder Emmanuel Müller K. Müller Marius Kloft UQCV 54 544 0 06 Jun 2019
A critical analysis of self-supervision, or what we can learn from a single image Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 64 146 0 30 Apr 2019
Deep Tree Learning for Zero-shot Face Anti-Spoofing Yaojie Liu J. Stehouwer Amin Jourabloo Xiaoming Liu CVBM 44 236 0 05 Apr 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 108 525 0 20 Mar 2019
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 72 1,628 0 25 Nov 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 74 605 0 28 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 71 1,386 0 17 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 225 3,282 0 21 Mar 2018
Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection Andrea Paudice Luis Muñoz-González András Gyorgy Emil C. Lupu AAML 58 145 0 08 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 146 1,476 0 12 Jan 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 226 8,856 0 25 Aug 2017
Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery T. Schlegl Philipp Seeböck S. Waldstein U. Schmidt-Erfurth Georg Langs MedIm GAN 75 2,223 0 17 Mar 2017
Conditional Image Generation with PixelCNN Decoders Aaron van den Oord Nal Kalchbrenner Oriol Vinyals L. Espeholt Alex Graves Koray Kavukcuoglu VLM 163 2,503 0 16 Jun 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 299 7,967 0 23 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 62 5,286 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 152 2,978 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 122 3,530 0 28 Mar 2016
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 406 16,947 0 20 Dec 2013