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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 3 of 3: 23 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 97–119 of 119

ALLO (Anomaly Localization in Lunar Orbit)

ALLO is an anomaly detection and localization dataset for space stations in lunar orbit.

Images Anomaly Detection

1 paper · 0 benchmarks

Auditory Detection of Sound (ADS)

Test dataset for unsupervised anomaly detection in sound (ADS).

Audio Anomaly Detection

1 paper · 0 benchmarks

Bosch CNC Machining Dataset

The dataset provided is a collection of real-world industrial vibration data collected from a brownfield CNC milling machine.

Time series Anomaly Detection Time Series Classification Time Series Clustering Semi-supervised time series classification

1 paper · 0 benchmarks

BottleCap

The BottleCap dataset contains over 1100 color images and 7 types of real defects.

Anomaly Detection

1 paper · 1 benchmark

COCO-OOC

COCO-OOC goes beyond standard object detection to ask the question: Which objects are out-of-context (OOC)?

Images 2D Object Detection Anomaly Detection

1 paper · 1 benchmark

Domain-independent anomalies datasets (Domain-independent anomalies datasets (adaptions of the MVTec Anomaly Detection dataset))

An adaption of the MVTec Anomaly Detection dataset, presented in the paper "Domain-independent detection of known anomalies".

Images Anomaly Detection Domain Generalization

1 paper · 1 benchmark

ESA-AD (European Space Agency Dataset for Anomaly Detection in Satellite Telemetry)

ESA Anomaly Dataset is the first large-scale, real-life satellite telemetry dataset with curated anomaly annotations originated from three ESA missions.

Time series Anomaly Detection Time Series Analysis

1 paper · 0 benchmarks

FedTADBench

FedTADBench is a federated time series anomaly detection benchmark.

Time series Anomaly Detection Time Series Analysis Federated Learning Time Series Anomaly Detection

1 paper · 0 benchmarks

GADformer Trajectory Datasets

This dataset collection provides trajectory datasets of - synthetic trajectories with variants of different noise and novelty levels - brightkite with labels for evaluation - amazon drivers with labels for evaluation - Deutsche Bahn…

Anomaly Detection Group Anomaly Detection

1 paper · 0 benchmarks

Hawk Annotation Dataset

Hawk Annotation Dataset includes language descriptions specifically for anomaly scenes in seven existing video anomaly datasets.

Videos Texts Anomaly Detection Video Anomaly Detection Anomaly Classification Anomaly Forecasting

1 paper · 0 benchmarks

IDE (Identifying spatio-temporal drivers of extreme events)

This data set allows to systematically evaluate approaches for the task of identifying anomalies and extreme events in water cycle components by developing deep neural networks that detect anomalies and drivers of extremes in simulated…

Anomaly Detection Anomaly Localization

1 paper · 0 benchmarks

ISP-AD (The Industrial Screen Printing Anomaly Detection Dataset)

The ISP-AD Dataset is a large-scale anomaly detection dataset, representing a real-world industrial use case.

Images Anomaly Detection Unsupervised Anomaly Detection Defect Detection Weakly Supervised Defect Detection Supervised Anomaly Detection Supervised Defect Detection+1 tasks

1 paper · 0 benchmarks

ITDD (Industrial Textile Defect Detection)

The Industrial Textile Defect Detection (ITDD) dataset includes 1885 industrial textile images categorized into 4 categories: cotton fabric, dyed fabric, hemp fabric, and plaid fabric.

Images Anomaly Detection Multi-class Anomaly Detection

1 paper · 2 benchmarks

Industrial Benchmark Dataset for Customer Escalation Prediction

This is a real-world industrial benchmark dataset from a major medical device manufacturer for the prediction of customer escalations.

Tables Classification Anomaly Detection Recommendation Systems Decision Making imbalanced classification

1 paper · 0 benchmarks

ODDS (Outlier Detection DataSets (ODDS))

Outliers or anomalies are instances that do not conform to the norm of a dataset.

Tabular Time series Anomaly Detection Time Series Anomaly Detection

1 paper · 1 benchmark

Radio observatory anomaly detection dataset

The ROAD dataset is made up of observations from the Low Frequency Array (LOFAR) telescope.

Hyperspectral images Anomaly Detection Multi-class Classification

1 paper · 0 benchmarks

Riseholme-2021

Risholme-2021 contains >3.5K images of strawberries at various growth stages along with anomalous instances.

Images Anomaly Detection One-class classifier

1 paper · 0 benchmarks

SPOT-10 (Animal Pattern Benchmark Dataset for Machine Learning Algorithms)

The SPOTS-10 dataset is an extensive collection of grayscale images showcasing diverse patterns found in ten animal species.

Images Image Classification Classification Image Generation Anomaly Detection Graph Classification Continual Learning+3 tasks

1 paper · 1 benchmark

Simulated micro-Doppler Signatures

Simulated pulse Doppler radar signatures for four classes of helicopter-like targets.

Classification Anomaly Detection 2D Semantic Segmentation Out-of-Distribution Detection One-class classifier

1 paper · 0 benchmarks

VFD-2000

VFD-2000 is a video fight detection dataset containing more than 2000 videos.

Videos Actions Action Recognition Anomaly Detection

1 paper · 0 benchmarks

ADFI (Anomaly Detection Datasets for Visual Inspection)

ADFI Dataset is an image dataset for anomaly detection methods with a focus on industrial inspection.

Images Image Classification Anomaly Detection Outlier Detection

0 papers · 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.

Videos Anomaly Detection Video Anomaly Detection Anomaly Detection In Surveillance Videos Multiple Instance Learning

0 papers · 0 benchmarks

Lusitano Fabric Defect Detection Dataset

The Lusitano dataset was collected over a 3-month period, spanning from January to March, from Paulo de Oliveira, S.A., a prominent textile company, based in Covilhã, Portugal, renowned for its innovative contributions to the textile…

Images Image Classification Anomaly Detection Anomaly Classification

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.

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 97–119 of 119