# Video Camouflaged Object Detection on MoCA-Mask 16 (test)

Source: [Video Camouflaged Object Detection on MoCA-Mask 16 (test)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test>)

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

Data updated: 2026-04-14T07:45:27.436Z

Evaluation of Video Camouflaged Object Detection performance on the test split of the MoCA-Mask 16 dataset, reporting metrics including S\_alpha, F\_beta, mIoU, and mDice.

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 16 (test) |
| Metric | S\_alpha |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-16-test.md?metric=S_alpha>): Higher is better; unit: PERCENT.

- [F\_beta Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=F_beta%20Score>): Higher is better; unit: PERCENT.

- [F\_w\_beta Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=F_w_beta%20Score>): Higher is better; unit: PERCENT.

- [M Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=M%20Score>): Higher is better; unit: PERCENT.

- [E\_m Score](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=E_m%20Score>): Higher is better; unit: PERCENT.

- [mIoU (Mean IoU)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=mIoU%20(Mean%20IoU)>): Higher is better; unit: PERCENT.

- [mDice (Mean Dice Coefficient)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-moca-mask-16-test.md?metric=mDice%20(Mean%20Dice%20Coefficient)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | S\_alpha | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 70 | Not recorded | 69ddc9ea7d0172140ec79832 |
| ZoomNext | 69.9 | Not recorded | 69ddc9ea7d0172140ec79832 |
| EMIP | 66.9 | Not recorded | 69ddc9ea7d0172140ec79832 |
| IMEX | 66.1 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SLT-Net-ST | 63.1 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SLT-Net-LT | 62.1 | Not recorded | 69ddc9ea7d0172140ec79832 |
| ZoomNet | 60 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SINet | 58 | Not recorded | 69ddc9ea7d0172140ec79832 |

### Ours

S\_alpha: 70. Result ID: 69ddf07c47f34ce924c517e9.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### ZoomNext

S\_alpha: 69.9. Result ID: 69ddf07c47f34ce924c517e8.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa741f1e209131cea5fc41.md>)

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

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### EMIP

S\_alpha: 66.9. Result ID: 69ddf07c47f34ce924c517e7.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea77867.md>)

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### IMEX

S\_alpha: 66.1. Result ID: 69ddf07c47f34ce924c517e6.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### SLT-Net-ST

S\_alpha: 63.1. Result ID: 69ddf07c47f34ce924c517e4.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

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

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

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### SLT-Net-LT

S\_alpha: 62.1. Result ID: 69ddf07c47f34ce924c517e5.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

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

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

Recorded evaluation configuration: {"Method Type":"Video-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### ZoomNet

S\_alpha: 60. Result ID: 69ddf07c47f34ce924c517e3.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

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

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

Recorded evaluation configuration: {"Method Type":"Image-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

### SINet

S\_alpha: 58. Result ID: 69ddf07c47f34ce924c517e2.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ea7d0172140ec79832.md>)

Recorded evaluation configuration: {"Method Type":"Image-based","Training Set":"MoCA-Mask training set"}. This record does not assert independent reproduction.

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