# Video Camouflaged Object Detection on MoCA-Mask w/ pseudo labels (test)

Source: [Video Camouflaged Object Detection on MoCA-Mask w/ pseudo labels (test)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test>)

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

Data updated: 2026-02-26T06:02:41.803Z

Evaluation of Video Camouflaged Object Detection performance on the test split of the MoCA-Mask dataset, utilizing pseudo labels.

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 | Video Camouflaged Object Detection |
| Dataset (including any stated split) | MoCA-Mask w/ pseudo labels (test) |
| Metric | S-alpha |
| 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

- [S-alpha](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=S-alpha>): Higher is better; unit: SCALAR.

- [F\_beta^w](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=F_beta%5Ew>): Higher is better; unit: SCALAR.

- [E\_phi](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=E_phi>): Higher is better; unit: SCALAR.

- [M](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=M>): Higher is better; unit: SCALAR.

- [mDic](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=mDic>): Higher is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-pseudo-labels-test.md?metric=mIoU>): Higher is better; unit: SCALAR.

## Recorded results

| Method | S-alpha | Result date | Report paper |
| --- | --- | --- | --- |
| SLT-Net | 0.656 | Not recorded | 68fa6c011e209131cea31a1d |
| RCRNet | 0.597 | Not recorded | 68fa6c011e209131cea31a1d |
| PNS-Net | 0.576 | Not recorded | 68fa6c011e209131cea31a1d |
| SINet | 0.574 | Not recorded | 68fa6c011e209131cea31a1d |
| SINet-v2 | 0.571 | Not recorded | 68fa6c011e209131cea31a1d |
| PraNet | 0.568 | Not recorded | 68fa6c011e209131cea31a1d |
| CPD | 0.55 | Not recorded | 68fa6c011e209131cea31a1d |
| MG | 0.547 | Not recorded | 68fa6c011e209131cea31a1d |
| EGNet | 0.546 | Not recorded | 68fa6c011e209131cea31a1d |
| BASNet | 0.537 | Not recorded | 68fa6c011e209131cea31a1d |

### SLT-Net

S-alpha: 0.656. Result ID: 698ebb04ffc3901de0a02961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Implementation](<https://xueliancheng.github.io/SLT-Net-project>)

Recorded evaluation configuration: {"Modality":"Video"}. This record does not assert independent reproduction.

### RCRNet

S-alpha: 0.597. Result ID: 698ebb04ffc3901de0a0295f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b11e209131cea11d89.md>)

Recorded evaluation configuration: {"Modality":"Video"}. This record does not assert independent reproduction.

### PNS-Net

S-alpha: 0.576. Result ID: 698ebb04ffc3901de0a0295e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72371e209131cea54ffd.md>)

[Implementation](<http://dpfan.net/pranet/>)

Recorded evaluation configuration: {"Modality":"Video"}. This record does not assert independent reproduction.

### SINet

S-alpha: 0.574. Result ID: 698ebb04ffc3901de0a0295c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

### SINet-v2

S-alpha: 0.571. Result ID: 698ebb04ffc3901de0a0295d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

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

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

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

### PraNet

S-alpha: 0.568. Result ID: 698ebb04ffc3901de0a0295b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18aea.md>)

[Implementation](<https://github.com/DengPingFan/PraNet1>)

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

### CPD

S-alpha: 0.55. Result ID: 698ebb04ffc3901de0a0295a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a11e209131cea0b62c.md>)

[Implementation](<https://github.com/wuzhe71/CPD>)

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

### MG

S-alpha: 0.547. Result ID: 698ebb04ffc3901de0a02960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28e31.md>)

[Implementation](<https://charigyang.github.io/motiongroup/>)

Recorded evaluation configuration: {"Modality":"Video","Unsupervised":true}. This record does not assert independent reproduction.

### EGNet

S-alpha: 0.546. Result ID: 698ebb04ffc3901de0a02958.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0eeed.md>)

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

### BASNet

S-alpha: 0.537. Result ID: 698ebb04ffc3901de0a02959.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea31a1d.md>)

Recorded evaluation configuration: {"Modality":"Still image"}. This record does not assert independent reproduction.

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