# Camouflaged Object Detection on CPD1K (test)

Source: [Camouflaged Object Detection on CPD1K (test)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test>)

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

Data updated: 2026-02-26T06:04:25.748Z

Evaluation of Camouflaged Object Detection performance on the test split of the CPD1K dataset, reporting specialized metrics including Sm, F\_beta, MAE, F\_omega, and Em.

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) | CPD1K (test) |
| Metric | Sm |
| 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

- [Sm](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test.md?metric=Sm>): Higher is better; unit: PERCENT.

- [F-beta Score](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test.md?metric=F-beta%20Score>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [F-omega](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test.md?metric=F-omega>): Higher is better; unit: PERCENT.

- [Em](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-cpd1k-test.md?metric=Em>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sm | Result date | Report paper |
| --- | --- | --- | --- |
| ZoomNet | 75.9 | Not recorded | 68fa71061e209131cea4eaac |
| C2FNet | 74.3 | Not recorded | 68fa71061e209131cea4eaac |
| PFNet | 72.2 | Not recorded | 68fa71061e209131cea4eaac |

### ZoomNet

Sm: 75.9. Result ID: 69918c353a6c31484908e5a3.

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

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

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

Recorded evaluation configuration: {"training":"without CPD1K-TR"}. This record does not assert independent reproduction.

### C2FNet

Sm: 74.3. Result ID: 69918c353a6c31484908e5a4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a021e209131cea255a5.md>)

[Implementation](<https://github.com/thograce/C2FNet>)

Recorded evaluation configuration: {"training":"without CPD1K-TR"}. This record does not assert independent reproduction.

### PFNet

Sm: 72.2. Result ID: 69918c353a6c31484908e5a5.

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

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

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

Recorded evaluation configuration: {"training":"without CPD1K-TR"}. This record does not assert independent reproduction.

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