# Camouflaged Object Ranking on CAM-FR (test)

Source: [Camouflaged Object Ranking on CAM-FR (test)](<https://www.sota2.com/research/sota/camouflaged-object-ranking-on-cam-fr-test>)

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

Data updated: 2026-02-26T05:48:56.487Z

Evaluation of Camouflaged Object Ranking performance on the test split of the CAM-FR dataset, reporting metrics including MAE and rMAE.

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 | Camouflaged Object Ranking |
| Dataset (including any stated split) | CAM-FR (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [MAE](<https://www.sota2.com/research/sota/camouflaged-object-ranking-on-cam-fr-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [rMAE](<https://www.sota2.com/research/sota/camouflaged-object-ranking-on-cam-fr-test.md?metric=rMAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Ours\_rank\_new | 0.049 | Not recorded | 68fa69bd1e209131cea23e5a |
| SOLOv2 | 0.049 | Not recorded | 68fa69bd1e209131cea23e5a |
| MS-RCNN | 0.053 | Not recorded | 68fa69bd1e209131cea23e5a |
| RSDNet | 0.074 | Not recorded | 68fa69bd1e209131cea23e5a |

### Ours\_rank\_new

MAE: 0.049. Result ID: 698de005ffc3901de0994dee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23e5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23e5a.md>)

[Implementation](<https://github.com/JingZhang617/COD-Rank-Localize-and-Segment>)

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

### SOLOv2

MAE: 0.049. Result ID: 698de005ffc3901de0994def.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23e5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d4a5.md>)

[Implementation](<https://git.io/AdelaiDet>)

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

### MS-RCNN

MAE: 0.053. Result ID: 698de005ffc3901de0994df0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23e5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e01e209131cea06f9b.md>)

[Implementation](<https://github.com/ShuLiu1993/PANet>)

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

### RSDNet

MAE: 0.074. Result ID: 698de005ffc3901de0994df1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23e5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64271e209131cea02f03.md>)

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

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