# Anomaly Segmentation on MUAD

Source: [Anomaly Segmentation on MUAD](<https://www.sota2.com/research/sota/anomaly-segmentation-on-muad>)

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

Data updated: 2026-02-26T05:22:52.895Z

Evaluation of Anomaly Segmentation performance on the MUAD dataset, reporting metrics such as AP and FPR95.

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 Segmentation |
| Dataset (including any stated split) | MUAD |
| Metric | AP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-segmentation-on-muad.md?metric=AP>): Higher is better; unit: SCALAR.

- [FPR95](<https://www.sota2.com/research/sota/anomaly-segmentation-on-muad.md?metric=FPR95>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| CG-Aug | 45.65 | Not recorded | 68fa75971e209131cea68d1b |
| Mask2Anomaly | 39.32 | Not recorded | 68fa75971e209131cea68d1b |
| CG-Aug | 36.08 | Not recorded | 68fa75971e209131cea68d1b |
| RPL | 27.7 | Not recorded | 68fa75971e209131cea68d1b |
| OOD + RuleAug | 25.43 | Not recorded | 68fa75971e209131cea68d1b |
| OOD + RuleAug | 20.97 | Not recorded | 68fa75971e209131cea68d1b |
| PEBAL | 7.81 | Not recorded | 68fa75971e209131cea68d1b |
| RobustNet | 2.27 | Not recorded | 68fa75971e209131cea68d1b |
| Baseline | 1.34 | Not recorded | 68fa75971e209131cea68d1b |
| RuleAug | 0.99 | Not recorded | 68fa75971e209131cea68d1b |

### CG-Aug

AP: 45.65. Result ID: 6993d7093a6c31484918e86c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Implementation](<https://github.com/gaozhitong/MultiShiftSeg>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":true,"DG Technique":true}. This record does not assert independent reproduction.

### Mask2Anomaly

AP: 39.32. Result ID: 6993d7093a6c31484918e86a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70261e209131cea49672.md>)

[Implementation](<https://tinyurl.com/54ydrxvj>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### CG-Aug

AP: 36.08. Result ID: 6993d7093a6c31484918e869.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Implementation](<https://github.com/gaozhitong/MultiShiftSeg>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":true,"DG Technique":true}. This record does not assert independent reproduction.

### RPL

AP: 27.7. Result ID: 6993d7093a6c31484918e867.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70571e209131cea4a69e.md>)

[Implementation](<https://github.com/yyliu01/RPL>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### OOD + RuleAug

AP: 25.43. Result ID: 6993d7093a6c31484918e86b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":true,"DG Technique":false}. This record does not assert independent reproduction.

### OOD + RuleAug

AP: 20.97. Result ID: 6993d7093a6c31484918e868.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":true,"DG Technique":false}. This record does not assert independent reproduction.

### PEBAL

AP: 7.81. Result ID: 6993d7093a6c31484918e866.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3965a.md>)

[Implementation](<https://github.com/tianyu0207/PEBAL>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### RobustNet

AP: 2.27. Result ID: 6993d7093a6c31484918e865.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea238c6.md>)

[Implementation](<https://github.com/shachoi/RobustNet>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":true}. This record does not assert independent reproduction.

### Baseline

AP: 1.34. Result ID: 6993d7093a6c31484918e863.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### RuleAug

AP: 0.99. Result ID: 6993d7093a6c31484918e864.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":true}. This record does not assert independent reproduction.

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