# Camouflaged Object Detection on CAMO (AP50, R50)

Source: [Camouflaged Object Detection on CAMO (AP50, R50)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-ap50-r50>)

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

Data updated: 2026-02-26T05:23:17.608Z

Evaluation of Camouflaged Object Detection performance on the CAMO dataset, reporting standard object detection metrics AP50 and R50.

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 Detection |
| Dataset (including any stated split) | CAMO |
| Metric | AP50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [AP50](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-ap50-r50.md?metric=AP50>): Higher is better; unit: PERCENT.

- [R50](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-ap50-r50.md?metric=R50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP50 | Result date | Report paper |
| --- | --- | --- | --- |
| SINET-V2 | 56.5 | Not recorded | 68fa6d161e209131cea3799d |
| MAVL | 48 | Not recorded | 68fa6d161e209131cea3799d |
| MAVL | 46.5 | Not recorded | 68fa6d161e209131cea3799d |

### SINET-V2

AP50: 56.5. Result ID: 698f7c293a6c314849f92381.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72481e209131cea558d5.md>)

[Implementation](<http://mmcheng.net/cod>)

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

### MAVL

AP50: 48. Result ID: 698f7c293a6c314849f92383.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799d.md>)

[Implementation](<https://git.io/J1HPY>)

Recorded evaluation configuration: {"Text Query":"Task specific"}. This record does not assert independent reproduction.

### MAVL

AP50: 46.5. Result ID: 698f7c293a6c314849f92382.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799d.md>)

[Implementation](<https://git.io/J1HPY>)

Recorded evaluation configuration: {"Text Query":"General"}. This record does not assert independent reproduction.

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