# Video Salient Object Detection on ViDSOD

Source: [Video Salient Object Detection on ViDSOD](<https://www.sota2.com/research/sota/video-salient-object-detection-on-vidsod>)

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

Data updated: 2026-02-26T06:04:26.185Z

Evaluation of Video Salient Object Detection performance on the ViDSOD dataset, reporting Sm, Fm, and Em metrics.

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 Salient Object Detection |
| Dataset (including any stated split) | ViDSOD |
| Metric | Sm |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/video-salient-object-detection-on-vidsod.md?metric=Sm>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Sm | Result date | Report paper |
| --- | --- | --- | --- |
| Samba+ | 92.4 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| Samba | 92.3 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| DCTNet+ | 87.7 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| ATFNet | 87.5 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| DVSOD | 77 | Not recorded | 698181dfa8b01e76cc8e28b3 |

### Samba+

Sm: 92.4. Result ID: 69975f185698665ec4b1d328.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Params (M)":"59.03","MACs (G)":"96.52"}. This record does not assert independent reproduction.

### Samba

Sm: 92.3. Result ID: 69975f185698665ec4b1d327.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Params (M)":"60.28","MACs (G)":"96.60"}. This record does not assert independent reproduction.

### DCTNet+

Sm: 87.7. Result ID: 69975f185698665ec4b1d324.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734a1e209131cea5b98e.md>)

Recorded evaluation configuration: {"Params (M)":"90.69","MACs (G)":"117.94"}. This record does not assert independent reproduction.

### ATFNet

Sm: 87.5. Result ID: 69975f185698665ec4b1d326.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74d91e209131cea64221.md>)

Recorded evaluation configuration: {"Params (M)":"124.07","MACs (G)":"54.36"}. This record does not assert independent reproduction.

### DVSOD

Sm: 77. Result ID: 69975f185698665ec4b1d325.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Params (M)":"97.34","MACs (G)":"276.46"}. This record does not assert independent reproduction.

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