# Anomaly

Source: [Anomaly](<https://www.sota2.com/research/dataset/anomaly>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 2. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/anomaly.md?page=2>): Follow this link to discover more pages.

- [Object-level Anomaly Detection on Anomaly-ShapeNet (test)](<https://www.sota2.com/research/sota/object-level-anomaly-detection-on-anomaly-shapenet-test.md>): Object-level Anomaly Detection; Anomaly-ShapeNet (test).

- [Anomaly Segmentation on Road Anomaly (test)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-road-anomaly-test.md>): Anomaly Segmentation; Road Anomaly (test).

- [3D Anomaly Detection on Anomaly-ShapeNet 1.0 (test)](<https://www.sota2.com/research/sota/3d-anomaly-detection-on-anomaly-shapenet-1-0-test.md>): 3D Anomaly Detection; Anomaly-ShapeNet 1.0 (test).

- [Anomaly Detection on Traffic Scene Anomaly Detection (balanced split of 1000 examples)](<https://www.sota2.com/research/sota/anomaly-detection-on-traffic-scene-anomaly-detection-balanced-split-of-1000-examples.md>): Anomaly Detection; Traffic Scene Anomaly Detection (balanced split of 1000 examples).

- [3D Anomaly Detection on Anomaly-ShapeNet](<https://www.sota2.com/research/sota/3d-anomaly-detection-on-anomaly-shapenet.md>): 3D Anomaly Detection; Anomaly-ShapeNet.

- [Anomaly Detection on Anomaly-ShapeNet](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-shapenet.md>): Anomaly Detection; Anomaly-ShapeNet.

- [Dense Anomaly Detection on SMIYC AnomalyTrack](<https://www.sota2.com/research/sota/dense-anomaly-detection-on-smiyc-anomalytrack.md>): Dense Anomaly Detection; SMIYC AnomalyTrack.

- [Object Anomaly Detection on Anomaly-ShapeNet Two Sample per class (test)](<https://www.sota2.com/research/sota/object-anomaly-detection-on-anomaly-shapenet-two-sample-per-class-test.md>): Object Anomaly Detection; Anomaly-ShapeNet Two Sample per class (test).

- [Anomaly Discrimination on Anomaly Discrimination Tasks](<https://www.sota2.com/research/sota/anomaly-discrimination-on-anomaly-discrimination-tasks.md>): Anomaly Discrimination; Anomaly Discrimination Tasks.

- [Video Anomaly Reasoning on Video Anomaly Reasoning (test)](<https://www.sota2.com/research/sota/video-anomaly-reasoning-on-video-anomaly-reasoning-test.md>): Video Anomaly Reasoning; Video Anomaly Reasoning (test).

- [Anomaly Detection on MVTec Anomaly Detection 1.0 (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-mvtec-anomaly-detection-1-0-test.md>): Anomaly Detection; MVTec Anomaly Detection 1.0 (test).

- [Anomaly Detection on Anomaly-ShapeNet v1 (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-shapenet-v1-test.md>): Anomaly Detection; Anomaly-ShapeNet v1 (test).

- [Anomaly Segmentation on Road Anomaly](<https://www.sota2.com/research/sota/anomaly-segmentation-on-road-anomaly.md>): Anomaly Segmentation; Road Anomaly.

- [Chromosomal Anomaly Detection on Chromosomal anomaly detection dataset](<https://www.sota2.com/research/sota/chromosomal-anomaly-detection-on-chromosomal-anomaly-detection-dataset.md>): Chromosomal anomaly detection; Chromosomal anomaly detection dataset.

- [Anomaly Detection on Anomaly Detection Challenge Zero-Shot blind (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-detection-challenge-zero-shot-blind-test.md>): Anomaly Detection; Anomaly Detection Challenge Zero-Shot blind (test).

- [Anomaly Segmentation on Road Anomaly (val)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-road-anomaly-val.md>): Anomaly Segmentation; Road Anomaly (val).

- [Topological Anomaly Detection on Topological Anomaly Detection Sample-level](<https://www.sota2.com/research/sota/topological-anomaly-detection-on-topological-anomaly-detection-sample-level.md>): Topological Anomaly Detection; Topological Anomaly Detection Sample-level.

- [Topological Anomaly Detection](<https://www.sota2.com/research/sota/topological-anomaly-detection.md>): Topological Anomaly Detection; Topological Anomaly Detection.

- [Anomaly Detection on ADBench anomaly ratio categories](<https://www.sota2.com/research/sota/anomaly-detection-on-adbench-anomaly-ratio-categories.md>): Anomaly Detection; ADBench anomaly ratio categories.

- [Anomaly Segmentation on SMIYC Road Anomaly 2021](<https://www.sota2.com/research/sota/anomaly-segmentation-on-smiyc-road-anomaly-2021.md>): Anomaly Segmentation; SMIYC Road Anomaly 2021.

- [Anomaly Detection on MVTec anomaly detection (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-mvtec-anomaly-detection-test.md>): Anomaly Detection; MVTec anomaly detection (test).

- [Semantic Segmentation on BDD-Anomaly (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-bdd-anomaly-test.md>): Semantic Segmentation; BDD-Anomaly (test).

- [Industrial Anomaly Detection on Industrial Anomaly Detection Baselines](<https://www.sota2.com/research/sota/industrial-anomaly-detection-on-industrial-anomaly-detection-baselines.md>): Industrial Anomaly Detection; Industrial Anomaly Detection Baselines.

- [Video Anomaly Detection on Drone-Anomaly](<https://www.sota2.com/research/sota/video-anomaly-detection-on-drone-anomaly.md>): Video Anomaly Detection; Drone-Anomaly.

- [Anomaly Detection on Road Anomaly](<https://www.sota2.com/research/sota/anomaly-detection-on-road-anomaly.md>): Anomaly Detection; Road Anomaly.

- [Topological Anomaly Detection Benchmark](<https://www.sota2.com/research/sota/topological-anomaly-detection-benchmark.md>): Topological Anomaly Detection; Topological Anomaly Detection Benchmark.

- [Anomaly Detection on Synthetic Anomaly Dataset holdout\_C (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-synthetic-anomaly-dataset-holdout_c-test.md>): Anomaly Detection; Synthetic Anomaly Dataset holdout\_C (test).

- [Anomaly Detection on Synthetic Anomaly Dataset in\_dist\_C (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-synthetic-anomaly-dataset-in_dist_c-test.md>): Anomaly Detection; Synthetic Anomaly Dataset in\_dist\_C (test).

- [Anomaly Segmentation on RoadAnomaly v1 (test)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-roadanomaly-v1-test.md>): Anomaly segmentation; RoadAnomaly v1 (test).

- [Anomaly Segmentation on BDDAnomaly](<https://www.sota2.com/research/sota/anomaly-segmentation-on-bddanomaly.md>): Anomaly Segmentation; BDDAnomaly.

- [Anomaly Detection on Anoshift 20% anomaly contamination (AVG)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-20-percent-anomaly-contamination-avg.md>): Anomaly Detection; Anoshift 20% anomaly contamination (AVG).

- [Anomaly Detection on Anoshift 20% anomaly contamination (FAR)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-20-percent-anomaly-contamination-far.md>): Anomaly Detection; Anoshift 20% anomaly contamination (FAR).

- [Anomaly Detection on Anoshift AVG 10% anomaly contamination](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-avg-10-percent-anomaly-contamination.md>): Anomaly Detection; Anoshift AVG 10% anomaly contamination.

- [Anomaly Detection on Anoshift 10% anomaly contamination (FAR)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-10-percent-anomaly-contamination-far.md>): Anomaly Detection; Anoshift 10% anomaly contamination (FAR).

- [Anomaly Detection on Anoshift 5% anomaly contamination (AVG)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-5-percent-anomaly-contamination-avg.md>): Anomaly Detection; Anoshift 5% anomaly contamination (AVG).

- [Anomaly Detection on Anoshift 5% anomaly contamination (FAR)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-5-percent-anomaly-contamination-far.md>): Anomaly Detection; Anoshift 5% anomaly contamination (FAR).

- [Anomaly Detection on Anoshift 1% anomaly contamination (AVG)](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-1-percent-anomaly-contamination-avg.md>): Anomaly Detection; Anoshift 1% anomaly contamination (AVG).

- [Anomaly Detection on Anoshift FAR 1% anomaly contamination](<https://www.sota2.com/research/sota/anomaly-detection-on-anoshift-far-1-percent-anomaly-contamination.md>): Anomaly Detection; Anoshift FAR 1% anomaly contamination.

- [Point-level Anomaly Detection on Anomaly-ShapeNet](<https://www.sota2.com/research/sota/point-level-anomaly-detection-on-anomaly-shapenet.md>): Point-level Anomaly Detection; Anomaly-ShapeNet.

- [Log Anomaly Detection Datasets Summary (test)](<https://www.sota2.com/research/sota/log-anomaly-detection-datasets-summary-test.md>): Log Anomaly Detection; Log Anomaly Detection Datasets Summary (test).

- [Anomaly Segmentation on SMIYC Anomaly Track](<https://www.sota2.com/research/sota/anomaly-segmentation-on-smiyc-anomaly-track.md>): Anomaly Segmentation; SMIYC Anomaly Track.

- [Maritime Anomaly Detection on OMTAD Type A3: Close Approach, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a3-close-approach-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A3: Close Approach, 5% Anomaly Ratio (test).

- [Maritime Anomaly Detection on OMTAD Type A2: Route Deviation, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a2-route-deviation-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A2: Route Deviation, 5% Anomaly Ratio (test).

- [Maritime Anomaly Detection on OMTAD Type A1: Unexpected AIS Activity, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a1-unexpected-ais-activity-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A1: Unexpected AIS Activity, 5% Anomaly Ratio (test).

- [Image-level Anomaly Detection on ShapeNet Anomaly](<https://www.sota2.com/research/sota/image-level-anomaly-detection-on-shapenet-anomaly.md>): Image-level Anomaly Detection; ShapeNet Anomaly.

- [Object-level Anomaly Detection on Anomaly-ShapeNet S11 (test)](<https://www.sota2.com/research/sota/object-level-anomaly-detection-on-anomaly-shapenet-s11-test.md>): Object-level Anomaly Detection; Anomaly-ShapeNet S11 (test).

- [3D Anomaly Detection on ShapeNet Anomaly](<https://www.sota2.com/research/sota/3d-anomaly-detection-on-shapenet-anomaly.md>): 3D Anomaly Detection; ShapeNet Anomaly.

- [Time Series Anomaly Detection on VisualTimeAnomaly Irr-Range 1.0 (test)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-visualtimeanomaly-irr-range-1-0-test.md>): Time Series Anomaly Detection; VisualTimeAnomaly Irr-Range 1.0 (test).

- [Time Series Anomaly Detection on VisualTimeAnomaly Irr-Point 1.0 (test)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-visualtimeanomaly-irr-point-1-0-test.md>): Time Series Anomaly Detection; VisualTimeAnomaly Irr-Point 1.0 (test).

- [Time Series Anomaly Detection on VisualTimeAnomaly Range 1.0 (test)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-visualtimeanomaly-range-1-0-test.md>): Time Series Anomaly Detection; VisualTimeAnomaly Range 1.0 (test).

- [Time Series Anomaly Detection on VisualTimeAnomaly Point 1.0 (test)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-visualtimeanomaly-point-1-0-test.md>): Time Series Anomaly Detection; VisualTimeAnomaly Point 1.0 (test).

- [Anomaly Detection on Anomaly Detection Challenge](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-detection-challenge.md>): Anomaly Detection; Anomaly Detection Challenge.

- [Out-of-distribution segmentation on Road Anomaly](<https://www.sota2.com/research/sota/out-of-distribution-segmentation-on-road-anomaly.md>): Out-of-distribution segmentation; Road Anomaly.

- [Point-level 3D Anomaly Detection on Anomaly-ShapeNet (test)](<https://www.sota2.com/research/sota/point-level-3d-anomaly-detection-on-anomaly-shapenet-test.md>): Point-level 3D Anomaly Detection; Anomaly-ShapeNet (test).

- [Semi-supervised Anomaly Detection on ADBench 100% labeled anomaly ratio](<https://www.sota2.com/research/sota/semi-supervised-anomaly-detection-on-adbench-100-percent-labeled-anomaly-ratio.md>): Semi-supervised Anomaly Detection; ADBench 100% labeled anomaly ratio.

- [Semi-supervised Anomaly Detection on ADBench 25% labeled anomaly ratio](<https://www.sota2.com/research/sota/semi-supervised-anomaly-detection-on-adbench-25-percent-labeled-anomaly-ratio.md>): Semi-supervised Anomaly Detection; ADBench 25% labeled anomaly ratio.

- [Semi-supervised Anomaly Detection on ADBench 5% labeled anomaly ratio](<https://www.sota2.com/research/sota/semi-supervised-anomaly-detection-on-adbench-5-percent-labeled-anomaly-ratio.md>): Semi-supervised Anomaly Detection; ADBench 5% labeled anomaly ratio.

- [Semi-supervised Anomaly Detection on ADBench 1% labeled anomaly ratio](<https://www.sota2.com/research/sota/semi-supervised-anomaly-detection-on-adbench-1-percent-labeled-anomaly-ratio.md>): Semi-supervised Anomaly Detection; ADBench 1% labeled anomaly ratio.

- [Anomaly Segmentation on SegmentMeIfYouCan Anomaly Track](<https://www.sota2.com/research/sota/anomaly-segmentation-on-segmentmeifyoucan-anomaly-track.md>): Anomaly segmentation; SegmentMeIfYouCan Anomaly Track.

- [Anomaly Detection on Anomaly-ShapeNet new (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-shapenet-new-test.md>): Anomaly Detection; Anomaly-ShapeNet new (test).

- [3D Anomaly Detection on Anomaly-ShapeNet (test)](<https://www.sota2.com/research/sota/3d-anomaly-detection-on-anomaly-shapenet-test.md>): 3D Anomaly Detection; Anomaly-ShapeNet (test).

- [Out-of-Distribution Detection on SMIYC Anomaly (val)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-smiyc-anomaly-val.md>): Out-of-Distribution Detection; SMIYC Anomaly (val).

- [Anomaly Detection on 4 Anomaly Detection Tasks 5% ratio](<https://www.sota2.com/research/sota/anomaly-detection-on-4-anomaly-detection-tasks-5-percent-ratio.md>): Anomaly Detection; 4 Anomaly Detection Tasks 5% ratio.

- [Object Anomaly Detection on Anomaly-ShapeNet Four Sample per class (test)](<https://www.sota2.com/research/sota/object-anomaly-detection-on-anomaly-shapenet-four-sample-per-class-test.md>): Object Anomaly Detection; Anomaly-ShapeNet Four Sample per class (test).

- [Anomaly Detection on SMKC holdout-C, anomaly rate 0.20 synthetic (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-smkc-holdout-c-anomaly-rate-0-20-synthetic-test.md>): Anomaly Detection; SMKC holdout-C, anomaly rate 0.20 synthetic (test).

- [Anomaly Detection on SMKC holdout-C, anomaly rate 0.10 synthetic (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-smkc-holdout-c-anomaly-rate-0-10-synthetic-test.md>): Anomaly Detection; SMKC holdout-C, anomaly rate 0.10 synthetic (test).

- [Anomaly Detection on SMKC holdout-C anomaly rate 0.05 synthetic (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-smkc-holdout-c-anomaly-rate-0-05-synthetic-test.md>): Anomaly Detection; SMKC holdout-C anomaly rate 0.05 synthetic (test).

- [Anomaly Detection on SMKC holdout-C, anomaly rate 0.01 synthetic (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-smkc-holdout-c-anomaly-rate-0-01-synthetic-test.md>): Anomaly Detection; SMKC holdout-C, anomaly rate 0.01 synthetic (test).

- [Anomaly Detection on VAD low-shot supervised 100 bad (train)](<https://www.sota2.com/research/sota/anomaly-detection-on-vad-low-shot-supervised-100-bad-train.md>): Anomaly Detection; Visual Anomaly Dataset (VAD) low-shot supervised 100 bad (train).

- [Anomaly Segmentation on SMIYC-Anomaly (test)](<https://www.sota2.com/research/sota/anomaly-segmentation-on-smiyc-anomaly-test.md>): Anomaly Segmentation; SMIYC-Anomaly (test).

- [Anomaly Detection on Road Anomaly (val)](<https://www.sota2.com/research/sota/anomaly-detection-on-road-anomaly-val.md>): Anomaly detection; RoadAnomaly (val).

- [Anomaly Detection on Aggregate Anomaly Detection Datasets (Mvtec-AD, BMAD, Real3D-AD) (last stage)](<https://www.sota2.com/research/sota/anomaly-detection-on-aggregate-anomaly-detection-datasets-mvtec-ad-bmad-real3d-ad-last-stage.md>): Anomaly Detection; Aggregate Anomaly Detection Datasets (Mvtec-AD, BMAD, Real3D-AD) (last stage).

- [Concept Segmentation on CD Concepts Industrial Anomaly](<https://www.sota2.com/research/sota/concept-segmentation-on-cd-concepts-industrial-anomaly.md>): Concept Segmentation; CD Concepts Industrial Anomaly.

- [Event-level Video Anomaly Detection on HuVAD 25 (test)](<https://www.sota2.com/research/sota/event-level-video-anomaly-detection-on-huvad-25-test.md>): Event-level Video Anomaly Detection; HuVAD (Human Video Anomaly Detection) 25 (test).

- [Anomaly Detection on Anomaly-IntraVariance (Group 1)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-intravariance-group-1.md>): Anomaly Detection; Anomaly-IntraVariance (Group 1).

- [Anomaly Detection on Anomaly-ShapeNet New](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-shapenet-new.md>): Anomaly Detection; Anomaly-ShapeNet New.

- [Anomaly Detection on Anomaly-IntraVariance Group 1 (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-intravariance-group-1-test.md>): Anomaly Detection; Anomaly-IntraVariance Group 1 (test).

- [Anomaly Localization on Anomaly-IntraVariance 1.0 (Group 2)](<https://www.sota2.com/research/sota/anomaly-localization-on-anomaly-intravariance-1-0-group-2.md>): Anomaly Localization; Anomaly-IntraVariance 1.0 (Group 2).

- [Anomaly Detection on Anomaly-IntraVariance 1.0 (Group 2)](<https://www.sota2.com/research/sota/anomaly-detection-on-anomaly-intravariance-1-0-group-2.md>): Anomaly Detection; Anomaly-IntraVariance 1.0 (Group 2).

- [Video Anomaly Reasoning on Video Anomaly Understanding Video-level (test)](<https://www.sota2.com/research/sota/video-anomaly-reasoning-on-video-anomaly-understanding-video-level-test.md>): Video Anomaly Reasoning; Video Anomaly Understanding Video-level (test).