Self-Supervised Masking for Unsupervised Anomaly Detection and Localization

13 May 2022

Papers citing "Self-Supervised Masking for Unsupervised Anomaly Detection and Localization"

38 / 38 papers shown

Title
PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection Jianan Ye Weiguang Zhao Xi Yang Guangliang Cheng K. Huang 3DPC 85 5 0 17 Dec 2024
AMI-Net: Adaptive Mask Inpainting Network for Industrial Anomaly Detection and Localization Wei Luo Haiming Yao Wenyong Yu Zhengyong Li 66 12 0 16 Dec 2024
Identifying Spatio-Temporal Drivers of Extreme Events Mohamad Hakam Shams Eddin Juergen Gall AI4TS 48 0 0 31 Oct 2024
LADMIM: Logical Anomaly Detection with Masked Image Modeling in Discrete Latent Space Shunsuke Sakai Tatushito Hasegawa Makoto Koshino 25 1 0 14 Oct 2024
Self-Supervised Learning for Real-World Object Detection: a Survey Alina Ciocarlan Sidonie Lefebvre S. L. Hégarat-Mascle Arnaud Woiselle ObjD 36 0 0 09 Oct 2024
MeLIAD: Interpretable Few-Shot Anomaly Detection with Metric Learning and Entropy-based Scoring Eirini Cholopoulou D. Iakovidis AAML 28 0 0 20 Sep 2024
VQ-Flow: Taming Normalizing Flows for Multi-Class Anomaly Detection via Hierarchical Vector Quantization Yixuan Zhou Xing Xu Zhe Sun Jingkuan Song A. Cichocki Heng Tao Shen 53 1 0 02 Sep 2024
Variational Autoencoder for Anomaly Detection: A Comparative Study Huy Hoang Nguyen Cuong Nhat Nguyen Xuan Tung Dao Quoc Trung Duong Dzung Pham Thi Kim Minh-Tan Pham DRL 36 2 0 24 Aug 2024
Learning Multi-view Anomaly Detection Haoyang He Jiangning Zhang Guanzhong Tian Chengjie Wang Lei Xie 38 3 0 16 Jul 2024
Feature Attenuation of Defective Representation Can Resolve Incomplete Masking on Anomaly Detection Yeonghyeon Park Sungho Kang Myung Jin Kim Hyeong Seok Kim Juneho Yi AAML 34 0 0 05 Jul 2024
OpenSlot: Mixed Open-Set Recognition with Object-Centric Learning Xu Yin Fei Pan G. An Yuchi Huo Zixuan Xie Sung-eui Yoon BDL VLM 65 1 0 02 Jul 2024
Few-Shot Anomaly Detection via Category-Agnostic Registration Learning Chaoqin Huang Haoyan Guan Aofan Jiang Yanfeng Wang Michael W. Spratling Xinchao Wang Ya Zhang 59 0 0 13 Jun 2024
IPAD: Industrial Process Anomaly Detection Dataset Jinfan Liu Yichao Yan Junjie Li Weiming Zhao Pengzhi Chu Xingdong Sheng Yunhui Liu Xiaokang Yang 37 0 0 23 Apr 2024
Multi-feature Reconstruction Network using Crossed-mask Restoration for Unsupervised Anomaly Detection Junpu Wang Guili Xu Chunlei Li Guangshuai Gao Yuehua Cheng 54 0 0 20 Apr 2024
TSRNet: Simple Framework for Real-time ECG Anomaly Detection with Multimodal Time and Spectrogram Restoration Network Nhat-Tan Bui Dinh-Hieu Hoang Thinh Phan Minh-Triet Tran Brijesh Patel Don Adjeroh Ngan Le 34 1 0 15 Dec 2023
Multilevel Saliency-Guided Self-Supervised Learning for Image Anomaly Detection Jianjian Qin Chunzhi Gu Junzhou Yu Chao Zhang 38 1 0 30 Nov 2023
Weakly Supervised Anomaly Detection for Chest X-Ray Image Haoqi Ni Ximiao Zhang Min Xu Ning Lang Xiuzhuang Zhou 25 0 0 16 Nov 2023
Combating Representation Learning Disparity with Geometric Harmonization Zhihan Zhou Jiangchao Yao Feng Hong Ya-Qin Zhang Bo Han Yanfeng Wang 25 12 0 26 Oct 2023
Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection Jiawen Zhu Choubo Ding Yu Tian Guansong Pang 42 12 0 19 Oct 2023
Excision And Recovery: Visual Defect Obfuscation Based Self-Supervised Anomaly Detection Strategy Yeonghyeon Park Sungho Kang Myung Jin Kim Yeonho Lee Hyeong Seok Kim Juneho Yi AAML 18 2 0 06 Oct 2023
MVC: A Multi-Task Vision Transformer Network for COVID-19 Diagnosis from Chest X-ray Images Huyen Tran D. Nguyen John Yearwood MedIm ViT 32 0 0 30 Sep 2023
Autoencoder-Based Visual Anomaly Localization for Manufacturing Quality Control Devang Mehta Noah Klarmann 12 3 0 13 Sep 2023
Multi-Scale Memory Comparison for Zero-/Few-Shot Anomaly Detection Chaoqin Huang Aofan Jiang Ya-Qin Zhang Yanfeng Wang 10 4 0 09 Aug 2023
Chili Pepper Disease Diagnosis via Image Reconstruction Using GrabCut and Generative Adversarial Serial Autoencoder Jongwook Si Sungyoung Kim MedIm 17 1 0 21 Jun 2023
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors Nicolae-Cătălin Ristea Florinel-Alin Croitoru Radu Tudor Ionescu Marius Popescu F. Khan M. Shah ViT 26 20 0 21 Jun 2023
SaliencyCut: Augmenting Plausible Anomalies for Anomaly Detection Jianan Ye Yijie Hu Xi Yang Qiufeng Wang Chao Huang Kaizhu Huang 20 5 0 14 Jun 2023
Segment Any Anomaly without Training via Hybrid Prompt Regularization Yunkang Cao Xiaohao Xu Chen Sun Y. Cheng Zongwei Du Liang Gao Nong Sang VLM 37 70 0 18 May 2023
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization WenPing Jin Fei-Yu Guo Li Zhu ViT MedIm 34 1 0 30 Mar 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 30 57 0 27 Mar 2023
Deep Industrial Image Anomaly Detection: A Survey Jiaqi Liu Guoyang Xie Jingbao Wang Shangwen Li Chengjie Wang Feng Zheng Yaochu Jin 27 173 0 27 Jan 2023
Recurrent Generic Contour-based Instance Segmentation with Progressive Learning Hao Feng Keyi Zhou Wen-gang Zhou Yufei Yin Jiajun Deng Qi Sun Houqiang Li SSeg ISeg 42 12 0 21 Jan 2023
Improved Anomaly Detection by Using the Attention-Based Isolation Forest Lev V. Utkin A. Ageev A. Konstantinov 41 6 0 05 Oct 2022
Registration based Few-Shot Anomaly Detection Chaoqin Huang Haoyan Guan Aofan Jiang Ya-Qin Zhang Michael W. Spratling Yanfeng Wang 27 142 0 15 Jul 2022
Self-Supervised Training with Autoencoders for Visual Anomaly Detection Alexander Bauer Shinichi Nakajima Klaus-Robert Müller 19 9 0 23 Jun 2022
Semantics-Guided Contrastive Network for Zero-Shot Object detection Caixia Yan Xiao Chang Minnan Luo Huan Liu Xiaoqin Zhang Qinghua Zheng ObjD VLM 64 77 0 04 Sep 2021
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 150 127 0 13 Jun 2018
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,450 0 21 Nov 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014