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Anomaly Detection datasets

archive 2025-07-28

119 datasets carry the task tag "Anomaly Detection" (the task itself: Anomaly Detection), ordered by the archive's paper count. Page 1 of 3: 48 shown of 119. 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.

Anomaly Detection datasets 1–48 of 119

CIFAR-10

description withheld: archive row vandalised before snapshot

Images Image Classification Classification Image Generation Zero-Shot Learning Anomaly Detection Image Retrieval+58 tasks

16,145 papers · 91 benchmarks

CIFAR-100

The CIFAR-100 dataset (Canadian Institute for Advanced Research, 100 classes) is a subset of the Tiny Images dataset and consists of 60000 32x32 color images.

Images Image Classification Classification Image Generation Zero-Shot Learning Anomaly Detection Few-Shot Image Classification+37 tasks

9,045 papers · 51 benchmarks

MNIST

The MNIST database (Modified National Institute of Standards and Technology database) is a large collection of handwritten digits.

Images Image Classification Speech Recognition Question Answering Image Generation Text Classification Anomaly Detection+55 tasks

7,651 papers · 44 benchmarks

SVHN (Street View House Numbers)

Street View House Numbers (SVHN) is a digit classification benchmark dataset that contains 600,000 32×32 RGB images of printed digits (from 0 to 9) cropped from pictures of house number plates.

Images Image Classification Anomaly Detection Domain Adaptation Semi-Supervised Image Classification Unsupervised Image Classification Novel Class Discovery+1 tasks

3,406 papers · 12 benchmarks

Fashion-MNIST

Fashion-MNIST is a dataset comprising of 28×28 grayscale images of 70,000 fashion products from 10 categories, with 7,000 images per category.

Images Image Classification Image Generation Anomaly Detection Image Clustering Out-of-Distribution Detection Domain Generalization+11 tasks

3,202 papers · 15 benchmarks

STL-10 (Self-Taught Learning 10)

The STL-10 is an image dataset derived from ImageNet and popularly used to evaluate algorithms of unsupervised feature learning or self-taught learning.

Images Image Classification Image Generation Anomaly Detection Semi-Supervised Image Classification Image Clustering Out-of-Distribution Detection+12 tasks

1,092 papers · 18 benchmarks

AG News (AG’s News Corpus)

AG News (AG’s News Corpus) is a subdataset of AG's corpus of news articles constructed by assembling titles and description fields of articles from the 4 largest classes (“World”, “Sports”, “Business”, “Sci/Tech”) of AG’s Corpus.

Texts Text Classification Anomaly Detection Stochastic Optimization Topic Models Short Text Clustering Unsupervised Text Classification+3 tasks

969 papers · 9 benchmarks

MVTecAD (MVTEC ANOMALY DETECTION DATASET)

MVTec AD is a dataset for benchmarking anomaly detection methods with a focus on industrial inspection.

Images Anomaly Detection Unsupervised Anomaly Detection Outlier Detection Anomaly Classification Supervised Anomaly Detection zero-shot anomaly detection+1 tasks

402 papers · 4 benchmarks

ShanghaiTech

The Shanghaitech dataset is a large-scale crowd counting dataset.

Images Anomaly Detection Video Anomaly Detection Crowd Counting Anomaly Detection In Surveillance Videos Abnormal Event Detection In Video Cross-Part Crowd Counting

277 papers · 5 benchmarks

ShanghaiTech Campus

The ShanghaiTech Campus dataset has 13 scenes with complex light conditions and camera angles.

Videos Anomaly Detection Video Understanding Video Anomaly Detection Anomaly Detection In Surveillance Videos Abnormal Event Detection In Video Weakly-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.

Videos Anomaly Detection Video Anomaly Detection Small Data Image Classification Anomaly Detection In Surveillance Videos Multiple Instance Learning

142 papers · 3 benchmarks

MSL (Mars Science Laboratory)

This dataset contains expert-labeled telemetry anomaly data from the Mars Science Laboratory (MSL) rover, Curiosity.

Anomaly Detection Time Series Time Series Anomaly Detection

130 papers · 1 benchmark

COVIDx (COVIDx CRX-2)

An open access benchmark dataset comprising of 13,975 CXR images across 13,870 patient cases, with the largest number of publicly available COVID-19 positive cases to the best of the authors' knowledge.

Anomaly Detection COVID-19 Diagnosis

96 papers · 1 benchmark

UCSD Ped2 (UCSD Anomaly Detection Dataset)

The UCSD Anomaly Detection Dataset was acquired with a stationary camera mounted at an elevation, overlooking pedestrian walkways.

Images Videos Anomaly Detection Video Anomaly Detection Multimodal Activity Recognition Abnormal Event Detection In Video

92 papers · 4 benchmarks

VisA (Visual Anomaly Dataset)

The VisA dataset contains 12 subsets corresponding to 12 different objects as shown in the above figure.

Anomaly Detection Anomaly Classification zero-shot anomaly detection Multi-class Anomaly Detection

86 papers · 3 benchmarks

Yelp

The Yelp Dataset is a valuable resource for academic research, teaching, and learning.

Text Classification Anomaly Detection Node Classification Sentiment Analysis Link Prediction Recommendation Systems+15 tasks

86 papers · 15 benchmarks

ionosphere

The original ionosphere dataset from UCI machine learning repository is a binary classification dataset with dimensionality 34.

Anomaly Detection Clustering Algorithms Evaluation Clustering Ensemble

67 papers · 2 benchmarks

NAB (Numenta Anomaly Benchmark)

The First Temporal Benchmark Designed to Evaluate Real-time Anomaly Detectors Benchmark The growth of the Internet of Things has created an abundance of streaming data.

Time series Anomaly Detection

66 papers · 1 benchmark

BTAD (beanTech Anomaly Detection)

The BTAD ( beanTech Anomaly Detection) dataset is a real-world industrial anomaly dataset.

Images Anomaly Detection Supervised Anomaly Detection

61 papers · 2 benchmarks

Lost and Found

Lost and Found is a novel lost-cargo image sequence dataset comprising more than two thousand frames with pixelwise annotations of obstacle and free-space and provide a thorough comparison to several stereo-based baseline methods.

Semantic Segmentation Anomaly Detection Autonomous Driving Self-Driving Cars

57 papers · 1 benchmark

Road Anomaly

This dataset contains images of unusual dangers which can be encountered by a vehicle on the road – animals, rocks, traffic cones and other obstacles.

Images Anomaly Detection

56 papers · 1 benchmark

Fishyscapes

Fishyscapes is a public benchmark for uncertainty estimation in a real-world task of semantic segmentation for urban driving.

Images Anomaly Detection

51 papers · 2 benchmarks

CUHK Avenue

Avenue Dataset contains 16 training and 21 testing video clips.

RGB Video Anomaly Detection Video 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 Detection Video Anomaly Detection Weakly-supervised Video Anomaly Detection

47 papers · 3 benchmarks

MVTEC 3D-AD (THE MVTEC 3D ANOMALY DETECTION DATASET)

MVTec 3D Anomaly Detection Dataset (MVTec 3D-AD) is a comprehensive 3D dataset for the task of unsupervised anomaly detection and localization.

Images Point cloud Anomaly Detection 3D Anomaly Detection and Segmentation Depth Anomaly Detection and Segmentation RGB+3D Anomaly Detection and Segmentation

45 papers · 4 benchmarks

MPDD (Metal Parts Defect Detection Dataset)

MPDD is a dataset aimed at benchmarking visual defect detection methods in industrial metal parts manufacturing.

Anomaly Detection

44 papers · 1 benchmark

MURA

A large dataset of musculoskeletal radiographs containing 40,561 images from 14,863 studies, where each study is manually labeled by radiologists as either normal or abnormal.

Medical Anomaly Detection Decision Making

43 papers · 0 benchmarks

CASIA-FASD

CASIA-FASD is a small face anti-spoofing dataset containing 50 subjects.

Images Anomaly Detection Face Recognition Face Anti-Spoofing

42 papers · 0 benchmarks

MIMII

Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection (MIMII) is a sound dataset of industrial machine sounds.

Audio Anomaly Detection Unsupervised Anomaly Detection Open Set Learning

40 papers · 0 benchmarks

MVTec LOCO AD (MVTec Logical Constraints Anomaly Detection)

MVTec Logical Constraints Anomaly Detection (MVTec LOCO AD) dataset is intended for the evaluation of unsupervised anomaly localization algorithms.

Anomaly Detection Unsupervised Anomaly Detection Semi-supervised Anomaly Detection

32 papers · 1 benchmark

MIT-BIH Arrhythmia Database

The MIT-BIH Arrhythmia Database contains 48 half-hour excerpts of two-channel ambulatory ECG recordings, obtained from 47 subjects studied by the BIH Arrhythmia Laboratory between 1975 and 1979.

Medical Anomaly Detection Arrhythmia Detection Heartbeat Classification QRS Complex Detection

31 papers · 5 benchmarks

ADNI (Alzheimer's Disease NeuroImaging Initiative)

Alzheimer's Disease Neuroimaging Initiative (ADNI) is a multisite study that aims to improve clinical trials for the prevention and treatment of Alzheimer’s disease (AD).[1] This cooperative study combines expertise and funding from the…

MRI Anomaly Detection Graph Classification Linear-Probe Classification Alzheimer's Disease Detection Cubic splines Image Registration Explainable Artificial Intelligence (XAI)+1 tasks

28 papers · 5 benchmarks

Street Scene

Street Scene is a dataset for video anomaly detection.

Videos Anomaly Detection Video Anomaly Detection Video-to-Video Synthesis

26 papers · 3 benchmarks

Real 3D-AD

Real 3D-AD is the first point cloud anomaly detection dataset for industrial products.

3D Point cloud Anomaly Detection 3D Anomaly Detection

23 papers · 2 benchmarks

ExtremeWeather

Encourages machine learning research in this area and to help facilitate further work in understanding and mitigating the effects of climate change.

Anomaly Detection Meta-Learning Weather Forecasting

21 papers · 0 benchmarks

LAG (Large-scale Attention based Glaucoma)

Includes 5,824 fundus images labeled with either positive glaucoma (2,392) or negative glaucoma (3,432).

Image Classification Anomaly Detection

21 papers · 1 benchmark

DIOR

Click to add a brief description of the dataset (Markdown and LaTeX enabled).

Anomaly Detection Object Detection In Aerial Images Cross-Domain Few-Shot Object Detection

17 papers · 3 benchmarks

NINCO (No ImageNet Class Objects)

The NINCO (No ImageNet Class Objects) dataset is introduced in the ICML 2023 paper In or Out?

Images Anomaly Detection Out-of-Distribution Detection Open Set Learning

17 papers · 0 benchmarks

RoadAnomaly21

RoadAnomaly21 is a dataset for anomaly segmentation, the task of identify the image regions containing objects that have never been seen during training.

Images Semantic Segmentation Anomaly Detection Anomaly Segmentation

15 papers · 0 benchmarks

ToyADMOS

ToyADMOS dataset is a machine operating sounds dataset of approximately 540 hours of normal machine operating sounds and over 12,000 samples of anomalous sounds collected with four microphones at a 48kHz sampling rate, prepared by Yuma…

Audio Anomaly Detection Unsupervised Anomaly Detection Open Set Learning

15 papers · 0 benchmarks

UCR Anomaly Archive

The UCR Anomaly Archive is a collection of 250 uni-variate time series collected in human medicine, biology, meteorology and industry.

Time series Anomaly Detection Time Series Anomaly Detection

14 papers · 2 benchmarks

UPFD (User Preference-aware Fake News Detection)

For benchmarking, please refer to its variant UPFD-POL and UPFD-GOS.

Texts Graphs Anomaly Detection Graph Classification Fake News Detection Misinformation

13 papers · 0 benchmarks

Yelp-Fraud (Multi-relational Graph Dataset for Yelp Spam Review Detection)

Yelp-Fraud is a multi-relational graph dataset built upon the Yelp spam review dataset, which can be used in evaluating graph-based node classification, fraud detection, and anomaly detection models.

Graphs Anomaly Detection Node Classification Fraud Detection Graph Anomaly Detection Graph Mining

13 papers · 3 benchmarks

Hyper-Kvasir Dataset

HyperKvasir dataset contains 110,079 images and 374 videos where it captures anatomical landmarks and pathological and normal findings.

Images Videos Biomedical Medical Image Classification Object Detection Anomaly Detection Medical Image Segmentation General Classification Video Summarization+2 tasks

12 papers · 2 benchmarks

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.

Images Anomaly Detection Unsupervised Anomaly Detection Video Anomaly Detection

11 papers · 3 benchmarks

CATS (Color and Thermal Stereo Benchmark)

A dataset consisting of stereo thermal, stereo color, and cross-modality image pairs with high accuracy ground truth (< 2mm) generated from a LiDAR.

Super-Resolution Anomaly Detection Multimodal Unsupervised Image-To-Image Translation Stereo Matching Hand Stereo Matching

11 papers · 2 benchmarks

DARPA

Darpa is a dataset consisting of communications between source IPs and destination IPs.

Anomaly Detection Anomaly Detection in Edge Streams

11 papers · 0 benchmarks

Forest CoverType

Predicting forest cover type from cartographic variables only (no remotely sensed data).

Anomaly Detection

11 papers · 1 benchmark

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.

Anomaly Detection datasets

Filter 50 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Anomaly Detection datasets 1–48 of 119