# Video Camouflaged Object Detection on YUV20K (test)

Source: [Video Camouflaged Object Detection on YUV20K (test)](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test>)

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

Data updated: 2026-04-14T07:45:27.387Z

Evaluation of Video Camouflaged Object Detection performance on the test split of the YUV20K dataset, reporting specialized metrics including Sα, Fβ, Fωβ, M, Em, 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) | YUV20K (test) |
| Metric | Sα |
| 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

- [Sα](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=S%CE%B1>): Higher is better; unit: PERCENT.

- [Fβ](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=F%CE%B2>): Higher is better; unit: PERCENT.

- [Fωβ](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=F%CF%89%CE%B2>): Higher is better; unit: PERCENT.

- [M](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=M>): Lower is better; unit: PERCENT.

- [Em](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=Em>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mDice](<https://www.sota2.com/research/sota/video-camouflaged-object-detection-on-yuv20k-test.md?metric=mDice>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sα | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 85.8 | Not recorded | 69ddc9ea7d0172140ec79832 |
| Ours | 85.8 | Not recorded | 69ddc9ea7d0172140ec79832 |
| EMIP | 85.7 | Not recorded | 69ddc9ea7d0172140ec79832 |
| ZoomNext | 85.6 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SLT-Net-ST | 84.8 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SLT-Net-ST | 84.2 | Not recorded | 69ddc9ea7d0172140ec79832 |
| SLT-Net-LT | 83.9 | Not recorded | 69ddc9ea7d0172140ec79832 |
| EMIP | 82.4 | Not recorded | 69ddc9ea7d0172140ec79832 |
| ZoomNext | 82.3 | Not recorded | 69ddc9ea7d0172140ec79832 |
| ZoomNet | 77.5 | Not recorded | 69ddc9ea7d0172140ec79832 |

### Ours

Sα: 85.8. Result ID: 69ddf07c47f34ce924c517d9.

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

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

Recorded evaluation configuration: {"Training Set":"YUV20K"}. This record does not assert independent reproduction.

### Ours

Sα: 85.8. Result ID: 69ddf07c47f34ce924c517ef.

[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.

### EMIP

Sα: 85.7. Result ID: 69ddf07c47f34ce924c517d7.

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

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

Recorded evaluation configuration: {"Training Set":"YUV20K"}. This record does not assert independent reproduction.

### ZoomNext

Sα: 85.6. Result ID: 69ddf07c47f34ce924c517d8.

[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: {"Training Set":"YUV20K"}. This record does not assert independent reproduction.

### SLT-Net-ST

Sα: 84.8. Result ID: 69ddf07c47f34ce924c517d6.

[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: {"Training Set":"YUV20K"}. This record does not assert independent reproduction.

### SLT-Net-ST

Sα: 84.2. Result ID: 69ddf07c47f34ce924c517eb.

[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

Sα: 83.9. Result ID: 69ddf07c47f34ce924c517ec.

[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.

### EMIP

Sα: 82.4. Result ID: 69ddf07c47f34ce924c517ed.

[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.

### ZoomNext

Sα: 82.3. Result ID: 69ddf07c47f34ce924c517ee.

[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.

### ZoomNet

Sα: 77.5. Result ID: 69ddf07c47f34ce924c517ea.

[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.

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