Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection

25 January 2019

S. Akçay

Amir Atapour-Abarghouei

T. Breckon

UQCV

ArXiv PDF HTML

Papers citing "Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection"

50 / 104 papers shown

Title
HDM: Hybrid Diffusion Model for Unified Image Anomaly Detection Zekang Weng Jinjin Shi Jinwei Wang Zeming Han 38 0 0 26 Feb 2025
Adaptive Deviation Learning for Visual Anomaly Detection with Data Contamination Anindya Sundar Das Guansong Pang M. Bhuyan 23 0 0 14 Nov 2024
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection Sin Chee Chin X. Zhang Lee Yeong Khang Wenming Yang MedIm 21 0 0 15 Oct 2024
Adversarially Robust Industrial Anomaly Detection Through Diffusion Model Yuanpu Cao Lu Lin Jinghui Chen DiffM 26 1 0 09 Aug 2024
AnomalySD: Few-Shot Multi-Class Anomaly Detection with Stable Diffusion Model Zhenyu Yan Qingqing Fang Wenxi Lv Qinliang Su DiffM 32 0 0 04 Aug 2024
Unsupervised Fault Detection using SAM with a Moving Window Approach Ahmed Maged Herman Shen 21 0 0 08 Jul 2024
MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly Detection Feng Wang Chengming Liu Lei Shi Haibo Pang 32 1 0 16 May 2024
Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection Zhaoxiang Zhang Hanqiu Deng Jinan Bao Xingyu Li VLM 36 1 0 08 May 2024
Unsupervised Anomaly Detection via Masked Diffusion Posterior Sampling Di Wu Shicai Fan Xue Zhou Li Yu Yuzhong Deng Jianxiao Zou Baihong Lin DiffM 38 4 0 27 Apr 2024
Blind Localization and Clustering of Anomalies in Textures Andrei-Timotei Ardelean Tim Weyrich 22 2 0 18 Apr 2024
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Ximiao Zhang Min Xu Xiuzhuang Zhou 38 45 0 09 Mar 2024
Reconstruction-Based Anomaly Localization via Knowledge-Informed Self-Training Cheng Qian Xiaoxian Lao Chunguang Li 25 1 0 22 Feb 2024
GI-PIP: Do We Require Impractical Auxiliary Dataset for Gradient Inversion Attacks? Yu Sun Gaojian Xiong Xianxun Yao Kailang Ma Jian Cui 8 3 0 22 Jan 2024
Attention Modules Improve Modern Image-Level Anomaly Detection: A DifferNet Case Study A. Silva Francisco Simões Danny Kowerko Tobias Schlosser Felipe Battisti Veronica Teichrieb 20 0 0 13 Jan 2024
Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection Justin Tebbe Jawad Tayyub DiffM 28 4 0 09 Jan 2024
Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection Jiangning Zhang Xuhai Chen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li Ming-Hsuan Yang Dacheng Tao 23 24 0 12 Dec 2023
CL-Flow:Strengthening the Normalizing Flows by Contrastive Learning for Better Anomaly Detection Shunfeng Wang Yueyang Li Haichi Luo Chenyang Bi 24 1 0 12 Nov 2023
Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study A. Silva Francisco Simões Danny Kowerko Tobias Schlosser Felipe Battisti Veronica Teichrieb 28 3 0 05 Nov 2023
Holistic Representation Learning for Multitask Trajectory Anomaly Detection Alexandros Stergiou B. D. Weerdt Nikos Deligiannis 35 13 0 03 Nov 2023
Subspace-Guided Feature Reconstruction for Unsupervised Anomaly Localization Katsuya Hotta Chao Zhang Yoshihiro Hagihara T. Akashi 17 2 0 25 Sep 2023
TFR: Texture Defect Detection with Fourier Transform using Normal Reconstructed Template of Simple Autoencoder Jongwook Si Sungyoung Kim 35 0 0 10 Jul 2023
Noise-to-Norm Reconstruction for Industrial Anomaly Detection and Localization Shiqi Deng Zhiyu Sun Ruiyan Zhuang Jun Gong 37 5 0 06 Jul 2023
Feasibility of Universal Anomaly Detection without Knowing the Abnormality in Medical Images C. Cui Yaohong Wang Shunxing Bao Yucheng Tang Ruining Deng ... Qi Liu Lori A. Coburn K. Wilson Bennett A. Landman Yuankai Huo OOD 23 0 0 03 Jul 2023
Anomaly Detection with Score Distribution Discrimination Minqi Jiang Songqiao Han Hailiang Huang 13 9 0 26 Jun 2023
Exploring the Relationship between Samples and Masks for Robust Defect Localization Jiangke Lin Yaping Yan 21 0 0 19 Jun 2023
Anomaly Detection with Conditioned Denoising Diffusion Models Arian Mousakhan Thomas Brox Jawad Tayyub DiffM 8 47 0 25 May 2023
High-Fidelity Zero-Shot Texture Anomaly Localization Using Feature Correspondence Analysis Andrei-Timotei Ardelean Tim Weyrich 29 4 0 13 Apr 2023
AGAD: Adversarial Generative Anomaly Detection Jian Shi Ni Zhang 6 0 0 09 Apr 2023
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization WenPing Jin Fei-Yu Guo Li Zhu ViT MedIm 32 1 0 30 Mar 2023
Multi-level Memory-augmented Appearance-Motion Correspondence Framework for Video Anomaly Detection Xiangyu Huang Caidan Zhao Jinghui Yu Chenxing Gao Zhiqiang Wu 20 4 0 09 Mar 2023
Robust Semi-Supervised Anomaly Detection via Adversarially Learned Continuous Noise Corruption Jack W. Barker Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon 6 3 0 02 Mar 2023
Dissolving Is Amplifying: Towards Fine-Grained Anomaly Detection Jian Shi Pengyi Zhang Ni Zhang Hakim Ghazzai Y. Massoud MedIm 27 5 0 28 Feb 2023
Prototypical Residual Networks for Anomaly Detection and Localization H. Zhang Zuxuan Wu Z. Wang Zhineng Chen Yuwei Jiang UQCV AI4TS 27 62 0 05 Dec 2022
Unsupervised Visual Defect Detection with Score-Based Generative Model Yapeng Teng Haoyang Li Fuzhen Cai Mingli Shao Siyu Xia MedIm DiffM 11 12 0 29 Nov 2022
Composite Score for Anomaly Detection in Imbalanced Real-World Industrial Dataset Arnaud Bougaham M. Adoui Isabelle Linden Benoit Frénay 11 5 0 25 Nov 2022
Detecting Anomalies using Generative Adversarial Networks on Images Rushikesh Zawar Krupa Bhayani Neelanjan Bhowmik K. Tiwari Dhiraj Sangwan GAN 15 2 0 24 Nov 2022
Normal Reference Attention and Defective Feature Perception Network for Surface Defect Detection Wei Luo Haiming Yao Wenyong Yu 24 15 0 18 Nov 2022
Siamese Transition Masked Autoencoders as Uniform Unsupervised Visual Anomaly Detector Haiming Yao Xue Wang Wenyong Yu 20 9 0 01 Nov 2022
Joint Sub-component Level Segmentation and Classification for Anomaly Detection within Dual-Energy X-Ray Security Imagery Neelanjan Bhowmik T. Breckon 14 3 0 29 Oct 2022
Deep Learning-Based Anomaly Detection in Synthetic Aperture Radar Imaging Max Muzeau Chengfang Ren S. Angélliaume Mihai Datcu J. Ovarlez 18 0 0 28 Oct 2022
Multi-Task Learning based Video Anomaly Detection with Attention M. Baradaran R. Bergevin 24 3 0 14 Oct 2022
Reconstructed Student-Teacher and Discriminative Networks for Anomaly Detection Shinji Yamada Satoshi Kamiya Kazuhiro Hotta 16 29 0 14 Oct 2022
Anomaly Detection in Aerial Videos with Transformers P. Jin Lichao Mou Guisong Xia Xiao Xiang Zhu ViT AI4TS 17 22 0 25 Sep 2022
Clear Memory-Augmented Auto-Encoder for Surface Defect Detection Wei Luo Tongzhi Niu Lixin Tang Wenyong Yu Bin Li 17 5 0 08 Aug 2022
HaloAE: An HaloNet based Local Transformer Auto-Encoder for Anomaly Detection and Localization É. Mathian H. Liu L. Fernandez-Cuesta Dimitris Samaras M. Foll L. Chen ViT 17 12 0 06 Aug 2022
DSR -- A dual subspace re-projection network for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 6 100 0 02 Aug 2022
Deep Learning for Unsupervised Anomaly Localization in Industrial Images: A Survey Xian Tao Xinyi Gong X. Zhang Shaohua Yan Chandranath Adak UQCV 15 137 0 21 Jul 2022
Crime scene classification from skeletal trajectory analysis in surveillance settings Alina Matei Estefanía Talavera Maya Aghaei 17 5 0 04 Jul 2022
A Feature Memory Rearrangement Network for Visual Inspection of Textured Surface Defects Toward Edge Intelligent Manufacturing Haiming Yao Wen-yong Yu Xue Wang 19 39 0 22 Jun 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 27 295 0 19 Jun 2022