# Anomaly Detection on Traffic-Belleview (test)

Source: [Anomaly Detection on Traffic-Belleview (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-traffic-belleview-test>)

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

Data updated: 2026-02-26T05:22:38.171Z

Evaluation of Anomaly Detection performance on the test split of the Traffic-Belleview dataset.

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.

| Scope | Recorded value |
| --- | --- |
| Task | Anomaly Detection |
| Dataset (including any stated split) | Traffic-Belleview (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [AP](<https://www.sota2.com/research/sota/anomaly-detection-on-traffic-belleview-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| Appearance-Motion Correspondence CNN | 83 | Not recorded | 68fa66351e209131cea0ec71 |
| ALOCC D(R(X)) | 80.5 | Not recorded | 68fa66351e209131cea0ec71 |
| AEs + global feature | 77.6 | Not recorded | 68fa66351e209131cea0ec71 |
| Appearance-Motion Correspondence CNN | 75.1 | Not recorded | 68fa66351e209131cea0ec71 |
| AEs + local feature | 74.8 | Not recorded | 68fa66351e209131cea0ec71 |
| GANomaly | 73.5 | Not recorded | 68fa66351e209131cea0ec71 |
| ALOCC D(X) | 73.4 | Not recorded | 68fa66351e209131cea0ec71 |

### Appearance-Motion Correspondence CNN

AP: 83. Result ID: 698cdfba8b517eb4331d55a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

Recorded evaluation configuration: {"variant":"SSIM on appearance stream"}. This record does not assert independent reproduction.

### ALOCC D(R(X))

AP: 80.5. Result ID: 698cdfba8b517eb4331d55a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64611e209131cea042eb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AEs + global feature

AP: 77.6. Result ID: 698cdfba8b517eb4331d55a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Appearance-Motion Correspondence CNN

AP: 75.1. Result ID: 698cdfba8b517eb4331d55a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

Recorded evaluation configuration: {"variant":"Full model"}. This record does not assert independent reproduction.

### AEs + local feature

AP: 74.8. Result ID: 698cdfba8b517eb4331d55a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GANomaly

AP: 73.5. Result ID: 698cdfba8b517eb4331d55a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65171e209131cea0836f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ALOCC D(X)

AP: 73.4. Result ID: 698cdfba8b517eb4331d55a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64611e209131cea042eb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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