# Video Salient Object Detection on SegV2 1 (test)

Source: [Video Salient Object Detection on SegV2 1 (test)](<https://www.sota2.com/research/sota/video-salient-object-detection-on-segv2-1-test>)

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

Data updated: 2026-02-26T06:04:26.131Z

Evaluation of Video Salient Object Detection performance on the test split of the SegV2 1 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) | SegV2 1 (test) |
| Metric | Sm |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-segv2-1-test.md?metric=Sm>): Higher is better; unit: SCALAR.

- [Fm](<https://www.sota2.com/research/sota/video-salient-object-detection-on-segv2-1-test.md?metric=Fm>): Higher is better; unit: SCALAR.

- [Em](<https://www.sota2.com/research/sota/video-salient-object-detection-on-segv2-1-test.md?metric=Em>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Sm | Result date | Report paper |
| --- | --- | --- | --- |
| Samba+ | 0.955 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| VSCode-S24 | 0.946 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| Samba | 0.943 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| DCFNet21 | 0.903 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| MGTNet22 | 0.903 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| MGAN19 | 0.902 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| UFO24 | 0.888 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| PCSA20 | 0.886 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| CoSTFormer23 | 0.874 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| UGPL22 | 0.867 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| MMNet24 | 0.867 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| FSNet21 | 0.849 | Not recorded | 698181dfa8b01e76cc8e28b3 |

### Samba+

Sm: 0.955. Result ID: 69975f185698665ec4b1d2d6.

[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)":"72.5"}. This record does not assert independent reproduction.

### VSCode-S24

Sm: 0.946. Result ID: 69975f185698665ec4b1d2d4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59049.md>)

[Implementation](<https://github.com/Sssssuperior/VSCode>)

Recorded evaluation configuration: {"Params (M)":"74.72","MACs (G)":"93.76"}. This record does not assert independent reproduction.

### Samba

Sm: 0.943. Result ID: 69975f185698665ec4b1d2d5.

[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)":"54.94","MACs (G)":"71.64"}. This record does not assert independent reproduction.

### DCFNet21

Sm: 0.903. Result ID: 69975f185698665ec4b1d2ce.

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

Recorded evaluation configuration: {"Params (M)":"69.56","MACs (G)":"93.27"}. This record does not assert independent reproduction.

### MGTNet22

Sm: 0.903. Result ID: 69975f185698665ec4b1d2d1.

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

Recorded evaluation configuration: {"Params (M)":"150.91","MACs (G)":"265.21"}. This record does not assert independent reproduction.

### MGAN19

Sm: 0.902. Result ID: 69975f185698665ec4b1d2cb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038c.md>)

Recorded evaluation configuration: {"Params (M)":"91.51","MACs (G)":"123.57"}. This record does not assert independent reproduction.

### UFO24

Sm: 0.888. Result ID: 69975f185698665ec4b1d2d3.

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

Recorded evaluation configuration: {"Params (M)":"55.92","MACs (G)":"248.8"}. This record does not assert independent reproduction.

### PCSA20

Sm: 0.886. Result ID: 69975f185698665ec4b1d2cc.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoSTFormer23

Sm: 0.874. Result ID: 69975f185698665ec4b1d2d2.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UGPL22

Sm: 0.867. Result ID: 69975f185698665ec4b1d2cf.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MMNet24

Sm: 0.867. Result ID: 69975f185698665ec4b1d2d0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a61e209131cea524cf.md>)

Recorded evaluation configuration: {"Params (M)":"50.81","MACs (G)":"82.63"}. This record does not assert independent reproduction.

### FSNet21

Sm: 0.849. Result ID: 69975f185698665ec4b1d2cd.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72371e209131cea55002.md>)

Recorded evaluation configuration: {"Params (M)":"83.41","MACs (G)":"35.32"}. This record does not assert independent reproduction.

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