# Camouflaged Object Detection on COD10K 8 (test)

Source: [Camouflaged Object Detection on COD10K 8 (test)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cod10k-8-test>)

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

Data updated: 2026-02-26T06:02:42.997Z

Evaluation of Camouflaged Object Detection performance using the specific '8' configuration of the COD10K test split, reporting metrics including S-measure (Sα), F-measure (Fβ), E-measure (Eϕ), and Mean Absolute Error (MAE).

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) | COD10K 8 (test) |
| Metric | S-measure (Sα) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [S-measure (Sα)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cod10k-8-test.md?metric=S-measure%20(S%CE%B1)>): Higher is better; unit: PERCENT.

- [F-measure (Fβ)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cod10k-8-test.md?metric=F-measure%20(F%CE%B2)>): Higher is better; unit: PERCENT.

- [E-measure (Eφ)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cod10k-8-test.md?metric=E-measure%20(E%CF%86)>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cod10k-8-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | S-measure (Sα) | Result date | Report paper |
| --- | --- | --- | --- |
| SAM2-UNet | 88 | Not recorded | 68fa74881e209131cea62488 |
| FEDER | 84.4 | Not recorded | 68fa74881e209131cea62488 |
| ZoomNet | 83.8 | Not recorded | 68fa74881e209131cea62488 |
| PFNet | 80 | Not recorded | 68fa74881e209131cea62488 |
| SINet | 77.6 | Not recorded | 68fa74881e209131cea62488 |

### SAM2-UNet

S-measure (Sα): 88. Result ID: 699362023a6c314849158725.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Implementation](<https://github.com/WZH0120/SAM2-UNet>)

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

### FEDER

S-measure (Sα): 84.4. Result ID: 699362023a6c314849158724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

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

### ZoomNet

S-measure (Sα): 83.8. Result ID: 699362023a6c314849158723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4eaac.md>)

[Implementation](<https://github.com/lartpang/ZoomNet>)

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

### PFNet

S-measure (Sα): 80. Result ID: 699362023a6c314849158722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ca1e209131cea24033.md>)

[Implementation](<https://mhaiyang.github.io/CVPR2021_PFNet/index>)

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

### SINet

S-measure (Sα): 77.6. Result ID: 699362023a6c314849158721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

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

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