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Video Anomaly Detection datasets

archive 2025-07-28

17 datasets carry the task tag "Video Anomaly Detection" (the task itself: Video Anomaly Detection), ordered by the archive's paper count. Page 1 of 1: 17 shown of 17. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Video Anomaly Detection 17

Video Anomaly Detection datasets 1–17 of 17

ShanghaiTech
The Shanghaitech dataset is a large-scale crowd counting dataset.
ImagesAnomaly DetectionVideo Anomaly DetectionCrowd CountingAnomaly Detection In Surveillance VideosAbnormal Event Detection In VideoCross-Part Crowd Counting
277 papers · 5 benchmarks
ShanghaiTech Campus
The ShanghaiTech Campus dataset has 13 scenes with complex light conditions and camera angles.
VideosAnomaly DetectionVideo UnderstandingVideo Anomaly DetectionAnomaly Detection In Surveillance VideosAbnormal Event Detection In VideoWeakly-supervised Video Anomaly Detection+1 tasks
207 papers · 4 benchmarks
UCF-Crime
The UCF-Crime dataset is a large-scale dataset of 128 hours of videos.
VideosAnomaly DetectionVideo Anomaly DetectionSmall Data Image ClassificationAnomaly Detection In Surveillance VideosMultiple Instance Learning
142 papers · 3 benchmarks
UCSD Ped2 (UCSD Anomaly Detection Dataset)
The UCSD Anomaly Detection Dataset was acquired with a stationary camera mounted at an elevation, overlooking pedestrian walkways.
ImagesVideosAnomaly DetectionVideo Anomaly DetectionMultimodal Activity RecognitionAbnormal Event Detection In Video
92 papers · 4 benchmarks
XD-Violence
XD-Violence is a large-scale audio-visual dataset for violence detection in videos.
VideosAudioVideo Anomaly DetectionAnomaly Detection In Surveillance Videos
58 papers · 2 benchmarks
CUHK Avenue
Avenue Dataset contains 16 training and 21 testing video clips.
RGB VideoAnomaly DetectionVideo Anomaly Detection
48 papers · 2 benchmarks
UBnormal (University of Bucharest Abnormal Videos)
UBnormal is a new supervised open-set benchmark composed of multiple virtual scenes for video anomaly detection.
Anomaly DetectionVideo Anomaly DetectionWeakly-supervised Video Anomaly Detection
47 papers · 3 benchmarks
Street Scene
Street Scene is a dataset for video anomaly detection.
VideosAnomaly DetectionVideo Anomaly DetectionVideo-to-Video Synthesis
26 papers · 3 benchmarks
GoodsAD
The GoodsAD dataset contains 6124 images with 6 categories of common supermarket goods.
ImagesVideo Anomaly DetectionAnomaly ClassificationAnomaly Segmentation
15 papers · 1 benchmark
HR-ShanghaiTech
The human-Related version of the ShanghaiTech Campus, was first presented by Morais et al.
VideosVideo Anomaly Detection
14 papers · 1 benchmark
AeBAD (Aero-engine Blade Anomaly Detection Dataset)
Unlike previous datasets that focus on detecting the diversity of defect categories (like MVTec AD and VisA), AeBAD is centered on the diversity of domains within the same data category.
ImagesAnomaly DetectionUnsupervised Anomaly DetectionVideo Anomaly Detection
11 papers · 3 benchmarks
HR-Avenue
The human-Related version of the CUHK Avenue dataset, first presented by Morais et al.
VideosVideo Anomaly Detection
11 papers · 1 benchmark
CHAD (Charlotte Anomaly Dataset)
CHAD: Charlotte Anomaly Dataset CHAD is high-resolution, multi-camera dataset for surveillance video anomaly detection.
VideosRGB VideoAnomaly DetectionUnsupervised Anomaly DetectionVideo Anomaly DetectionSupervised Anomaly DetectionGroup Anomaly Detection
7 papers · 1 benchmark
HR-UBnormal
The Human Related version of UBnormal ("UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection," Acsintoae et al.) was introduced by Flaborea et al.
VideosVideo Anomaly Detection
7 papers · 1 benchmark
IITB Corridor
An abnormal activity data-set for research use that contains 4,83,566 annotated frames.
Anomaly DetectionAction DetectionTrajectory PredictionVideo Anomaly DetectionActivity Detection
5 papers · 2 benchmarks
Hawk Annotation Dataset
Hawk Annotation Dataset includes language descriptions specifically for anomaly scenes in seven existing video anomaly datasets.
VideosTextsAnomaly DetectionVideo Anomaly DetectionAnomaly ClassificationAnomaly Forecasting
1 paper · 0 benchmarks
CamNuvem Dataset (CamNuvem: A Robbery Dataset for Video Anomaly Detection)
This dataset focuses only on the robbery category, presenting a new weakly labelled dataset that contains 486 new real–world robbery surveillance videos acquired from public sources.
VideosAnomaly DetectionVideo Anomaly DetectionAnomaly Detection In Surveillance VideosMultiple Instance Learning
0 papers · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.