Papers for Video Anomaly Detection, released codes collection, Performance Comparision.
video-anomaly-detection 开源项目推荐(67 个)
video-anomaly-detection 话题在 GitHub 上没有填写简介,这里按 Star 数汇总最相关的热门仓库。
热门项目 前 20
按 Star 数排序展示前 20 个 · GitHub 共 67 个仓库ADRepository: Real-world anomaly detection datasets, including tabular data (categorical and numerical data), time series data, graph data, image data, and video data.
Official code for 'Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning' [ICCV 2021]
🔥[NeurIPS 2024] Official Implementation of Hawk: Learning to Understand Open-World Video Anomalies
精心整理的视频异常检测论文、代码、数据集和工具集合,每周五更新
[CVPR 2025 Highlight] Official implementation of "Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity"
Official codes for CVPR2021 paper "MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection"
This is an official implementation for "Attention-based Residual Autoencoder for Video Anomaly Detection".
Useful Toolbox for Anomaly Detection
An Attribute-based Method for Video Anomaly Detection (TMLR 2025)
Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video Events. Oral paper in ACM Multimedia 2020.
Official code for AAAI2023 paper "Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection"
This is the code repo for the paper VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models (CVPR 2025).
Frame level anomaly detection and localization in videos using auto-encoders
通过自我监督和多任务学习在视频中检测异常
Pytorch Re-implement of ano_pre_cvpr2018, flownet2 / lite-flownet used.
This is an official implement for "HSTforU: Anomaly Detection in Aerial and Ground-based Videos with Hierarchical Spatio-Temporal Transformer for U-net"
[ICME 2025 Oral] Official implementation of "GlanceVAD: Exploring Glance Supervision for Label-efficient Video Anomaly Detection"
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video
[ICIP 2023] Exploring Diffusion Models For Unsupervised Video Anomaly Detection
关于这个话题
- 清单取自 GitHub 话题页并按 Star 数排序,每次展示前 20 个项目;原始页面见 https://github.com/topics/video-anomaly-detection。
- 该话题在 GitHub 上共有 67 个仓库, 本站收录的是其中最热门的 20 个,不是全量列表。
- Star / Fork 每日自动刷新一次,实时数据以 GitHub 为准。
- 当前 20 个项目累计 3100 Star,覆盖 2 种主要语言,数据更新于 2026-11-13。
- 中文介绍来自 GitHub 官方话题说明(github/explore)的机器翻译,可点「查看原文」对照;译文缺失时会先展示原文。