Anomalib: A Deep Learning Library for Anomaly Detection

16 February 2022

Papers citing "Anomalib: A Deep Learning Library for Anomaly Detection"

50 / 53 papers shown

Title
Mcity Data Engine: Iterative Model Improvement Through Open-Vocabulary Data Selection Daniel Bogdoll Rajanikant Ananta Abeyankar Giridharan Isabel Moore Gregory Stevens Henry X. Liu VLM 51 0 0 30 Apr 2025
Benchmarking Suite for Synthetic Aperture Radar Imagery Anomaly Detection (SARIAD) Algorithms Lucian Chauvina Somil Guptac Angelina Ibarrac Joshua Peeples 28 1 0 10 Apr 2025
Patch distribution modeling framework adaptive cosine estimator (PaDiM-ACE) for anomaly detection and localization in synthetic aperture radar imagery Angelina Ibarra Joshua Peeples 36 0 0 10 Apr 2025
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection Sinchee Chin Fan Zhang Xiaochen Yang Jing-Hao Xue Wenming Yang Peng Jia Guijin Wang Luo Yingqun AI4TS 51 0 0 03 Apr 2025
Beyond Academic Benchmarks: Critical Analysis and Best Practices for Visual Industrial Anomaly Detection Aimira Baitieva Yacine Bouaouni Alexandre Briot Dick Ameln Souhaiel Khalfaoui S. Akçay 44 0 0 30 Mar 2025
Risk-Based Thresholding for Reliable Anomaly Detection in Concentrated Solar Power Plants Yorick Estievenart Sukanya Patra Souhaib Ben Taieb 48 0 0 24 Mar 2025
ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects Paul J. Krassnig Dieter P. Gruber 137 0 0 06 Mar 2025
FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For Anomaly Segmentation Chang Won Lee Selina Leveugle Svetlana Stolpner Chris Langley Paul Grouchy Jonathan Kelly Steven Waslander 75 0 0 29 Nov 2024
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 66 1 0 22 Nov 2024
AR-Pro: Counterfactual Explanations for Anomaly Repair with Formal Properties Xiayan Ji Anton Xue Eric Wong O. Sokolsky Insup Lee 34 1 0 31 Oct 2024
ALLO: A Photorealistic Dataset and Data Generation Pipeline for Anomaly Detection During Robotic Proximity Operations in Lunar Orbit Selina Leveugle Chang Won Lee Svetlana Stolpner Chris Langley Paul Grouchy Steven Waslander Jonathan Kelly 23 1 0 30 Sep 2024
Leveraging Unsupervised Learning for Cost-Effective Visual Anomaly Detection Yunbo Long Zhengyang Ling Sam Brook Duncan McFarlane Alexandra Brintrup 23 0 0 24 Sep 2024
Competency-Aware Planning for Probabilistically Safe Navigation Under Perception Uncertainty Sara Pohland Claire Tomlin 33 0 0 09 Sep 2024
Can Visual Language Models Replace OCR-Based Visual Question Answering Pipelines in Production? A Case Study in Retail Bianca Lamm Janis Keuper 44 2 0 28 Aug 2024
Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models Nobuo Namura Yuma Ichikawa AI4TS 24 1 0 27 Aug 2024
Textile Anomaly Detection: Evaluation of the State-of-the-Art for Automated Quality Inspection of Carpet Briony Forsberg Henry Williams Bruce MacDonald Tracy Chen Kirstine Hulse 28 0 0 26 Jul 2024
View-Invariant Pixelwise Anomaly Detection in Multi-object Scenes with Adaptive View Synthesis Subin Varghese Vedhus Hoskere 36 0 0 26 Jun 2024
RAD: A Comprehensive Dataset for Benchmarking the Robustness of Image Anomaly Detection Yuqi Cheng Yunkang Cao Rui Chen Weiming Shen 38 3 0 11 Jun 2024
Attention Fusion Reverse Distillation for Multi-Lighting Image Anomaly Detection Yiheng Zhang Yunkang Cao Tianhang Zhang Weiming Shen 21 0 0 07 Jun 2024
Investigating the Semantic Robustness of CLIP-based Zero-Shot Anomaly Segmentation Kevin Stangl Marius Arvinte Weilin Xu Cory Cornelius VLM UQCV 32 0 0 13 May 2024
Fractals as Pre-training Datasets for Anomaly Detection and Localization C. Ugwu S. Casarin O. Lanz 30 0 0 11 May 2024
Supervised Anomaly Detection for Complex Industrial Images Aimira Baitieva David Hurych Victor Besnier Olivier Bernard 44 5 0 08 May 2024
Quantum Patch-Based Autoencoder for Anomaly Segmentation Maria Francisca Madeira Alessandro Poggiali Jeanette Miriam Lorenz 23 0 0 26 Apr 2024
Blind Localization and Clustering of Anomalies in Textures Andrei-Timotei Ardelean Tim Weyrich 22 2 0 18 Apr 2024
OCR is All you need: Importing Multi-Modality into Image-based Defect Detection System Chih-Chung Hsu Chia-Ming Lee Chun-Hung Sun Kuang-Ming Wu 32 0 0 18 Mar 2024
Semi-Supervised Learning for Anomaly Traffic Detection via Bidirectional Normalizing Flows Zhan Dang Yu Zheng Xinglin Lin Chunlei Peng Qiuyu Chen Xinbo Gao AI4TS 39 5 0 13 Mar 2024
CSE: Surface Anomaly Detection with Contrastively Selected Embedding Simon Thomine H. Snoussi 33 1 0 04 Mar 2024
Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection Justin Tebbe Jawad Tayyub DiffM 31 4 0 09 Jan 2024
Distillation-based fabric anomaly detection Simon Thomine H. Snoussi 16 9 0 04 Jan 2024
AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance João P C Bertoldo Dick Ameln Ashwin Vaidya Samet Akccay 30 2 0 03 Jan 2024
EasyNet: An Easy Network for 3D Industrial Anomaly Detection Rui Chen Guoyang Xie Jiaqi Liu Jinbao Wang Ziqi Luo Jinfan Wang Feng Zheng 36 35 0 26 Jul 2023
Optimizing PatchCore for Few/many-shot Anomaly Detection Joao Santos Triet Tran Oliver Rippel 21 10 0 20 Jul 2023
Anomaly detection in image or latent space of patch-based auto-encoders for industrial image analysis Nicolas Pinon Robin Trombetta Carole Lartizien UQCV 19 0 0 04 Jul 2023
BMAD: Benchmarks for Medical Anomaly Detection Jinan Bao Hanshi Sun Hanqiu Deng Yinsheng He Zhaoxiang Zhang Xingyu Li MedIm 26 21 0 20 Jun 2023
FABLE : Fabric Anomaly Detection Automation Process Simon Thomine H. Snoussi Mahmoud Soua 19 5 0 16 Jun 2023
Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision Han Gao Huiyuan Luo Fei Shen Zhengtao Zhang 19 6 0 25 May 2023
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Kilian Batzner Lars Heckler Rebecca König 35 129 0 25 Mar 2023
Defect Detection Approaches Based on Simulated Reference Image Nati Ofir Y. Ben-Shoshan Ran Badanes Boris Sherman 29 1 0 21 Mar 2023
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow Jiarui Lei Xiao-Xiang Hu Yue Wang Dong Liu 32 59 0 05 Mar 2023
Industrial and Medical Anomaly Detection Through Cycle-Consistent Adversarial Networks Arnaud Bougaham Valentin Delchevalerie M. Adoui Benoit Frénay MedIm GAN 30 2 0 10 Feb 2023
UNO-QA: An Unsupervised Anomaly-Aware Framework with Test-Time Clustering for OCTA Image Quality Assessment Juntao Chen Li Lin Pujin Cheng Yijin Huang Xiaoying Tang 14 2 0 20 Dec 2022
Prototypical Residual Networks for Anomaly Detection and Localization H. Zhang Zuxuan Wu Z. Wang Zhineng Chen Yuwei Jiang UQCV AI4TS 29 62 0 05 Dec 2022
MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection Tianpeng Bao Jiadong Chen Wei Li Xiang Wang Jingjing Fei Liwei Wu Rui Zhao Ye Zheng 11 20 0 25 Nov 2022
FRE: A Fast Method For Anomaly Detection And Segmentation I. Ndiour Nilesh A. Ahuja Ergin Utku Genc Omesh Tickoo 36 2 0 23 Nov 2022
U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold Matías Tailanián Álvaro Pardo Pablo Musé 22 17 0 22 Nov 2022
AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection Yeongmin Kim Huiwon Jang Dongkeon Lee Ho-Jin Choi 21 9 0 26 Oct 2022
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 25 11 0 14 Oct 2022
The Eyecandies Dataset for Unsupervised Multimodal Anomaly Detection and Localization L. Bonfiglioli Marco Toschi Davide Silvestri Nicola Fioraio Daniele De Gregorio 13 33 0 10 Oct 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
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 30 295 0 19 Jun 2022