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

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

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

Data updated: 2026-02-26T06:02:41.963Z

Evaluation of Video Camouflaged Object Detection performance on the test split of the MoCA-Mask dataset (excluding 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/o pseudo labels (test) |
| Metric | S-alpha Score |
| Unit | PERCENT |
| 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 Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-o-pseudo-labels-test.md?metric=S-alpha%20Score>): Higher is better; unit: PERCENT.

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

- [E-phi Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-o-pseudo-labels-test.md?metric=E-phi%20Score>): Higher is better; unit: PERCENT.

- [M Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-o-pseudo-labels-test.md?metric=M%20Score>): Higher is better; unit: PERCENT.

- [Mean Dice Coefficient (mDic)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-w-o-pseudo-labels-test.md?metric=Mean%20Dice%20Coefficient%20(mDic)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | S-alpha Score | Result date | Report paper |
| --- | --- | --- | --- |
| SLT-Net | 63.1 | Not recorded | 68fa6c011e209131cea31a1d |
| PraNet | 61.4 | Not recorded | 68fa6c011e209131cea31a1d |
| SINet | 59.8 | Not recorded | 68fa6c011e209131cea31a1d |
| SINet-v2 | 58.8 | Not recorded | 68fa6c011e209131cea31a1d |
| BASNet | 56.1 | Not recorded | 68fa6c011e209131cea31a1d |
| CPD | 56.1 | Not recorded | 68fa6c011e209131cea31a1d |
| RCRNet | 55.5 | Not recorded | 68fa6c011e209131cea31a1d |
| EGNet | 54.7 | Not recorded | 68fa6c011e209131cea31a1d |
| PNS-Net | 54.4 | Not recorded | 68fa6c011e209131cea31a1d |
| MG | 53 | Not recorded | 68fa6c011e209131cea31a1d |

### SLT-Net

S-alpha Score: 63.1. Result ID: 698ebb04ffc3901de0a02957.

[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.

### PraNet

S-alpha Score: 61.4. Result ID: 698ebb04ffc3901de0a02951.

[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.

### SINet

S-alpha Score: 59.8. Result ID: 698ebb04ffc3901de0a02952.

[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 Score: 58.8. Result ID: 698ebb04ffc3901de0a02953.

[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.

### BASNet

S-alpha Score: 56.1. Result ID: 698ebb04ffc3901de0a0294f.

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

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

### CPD

S-alpha Score: 56.1. Result ID: 698ebb04ffc3901de0a02950.

[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.

### RCRNet

S-alpha Score: 55.5. Result ID: 698ebb04ffc3901de0a02955.

[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.

### EGNet

S-alpha Score: 54.7. Result ID: 698ebb04ffc3901de0a0294e.

[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.

### PNS-Net

S-alpha Score: 54.4. Result ID: 698ebb04ffc3901de0a02954.

[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.

### MG

S-alpha Score: 53. Result ID: 698ebb04ffc3901de0a02956.

[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.

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