# Video Salient Object Detection on ViSal (full)

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

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

Data updated: 2026-02-26T05:42:39.731Z

Evaluation of Video Salient Object Detection performance on the full split of the ViSal dataset, reporting S, F, and M 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) | ViSal (full) |
| Metric | F-Measure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

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

- [S Score](<https://www.sota2.com/research/sota/video-salient-object-detection-on-visal-full.md?metric=S%20Score>): Higher is better; unit: PERCENT.

- [M Score (Error)](<https://www.sota2.com/research/sota/video-salient-object-detection-on-visal-full.md?metric=M%20Score%20(Error)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | F-Measure | Result date | Report paper |
| --- | --- | --- | --- |
| RealFlow | 96.6 | Not recorded | 68fa75da1e209131cea6a3c6 |
| TGFormer | 95.5 | Not recorded | 68fa75da1e209131cea6a3c6 |
| CFAM | 95.1 | Not recorded | 68fa75da1e209131cea6a3c6 |
| UFO | 95.1 | Not recorded | 68fa75da1e209131cea6a3c6 |
| OAST | 95 | Not recorded | 68fa75da1e209131cea6a3c6 |
| TMO | 94.7 | Not recorded | 68fa75da1e209131cea6a3c6 |
| PCSA | 94 | Not recorded | 68fa75da1e209131cea6a3c6 |
| SSAV | 93.9 | Not recorded | 68fa75da1e209131cea6a3c6 |
| HFAN | 93.5 | Not recorded | 68fa75da1e209131cea6a3c6 |
| GateNet | 92.8 | Not recorded | 68fa75da1e209131cea6a3c6 |
| DBSNet | 92.8 | Not recorded | 68fa75da1e209131cea6a3c6 |
| DFNet | 92.7 | Not recorded | 68fa75da1e209131cea6a3c6 |
| 3DC-Seg | 92.2 | Not recorded | 68fa75da1e209131cea6a3c6 |
| MINet | 91.1 | Not recorded | 68fa75da1e209131cea6a3c6 |
| F³Net | 90.7 | Not recorded | 68fa75da1e209131cea6a3c6 |
| AD-Net | 90.4 | Not recorded | 68fa75da1e209131cea6a3c6 |
| CASNet | 84.7 | Not recorded | 68fa75da1e209131cea6a3c6 |

### RealFlow

F-Measure: 96.6. Result ID: 699403773a6c3148491a56a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Implementation](<https://github.com/suhwan-cho/RealFlow>)

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

### TGFormer

F-Measure: 95.5. Result ID: 699403773a6c3148491a56a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

### CFAM

F-Measure: 95.1. Result ID: 699403773a6c3148491a569c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c712.md>)

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

### UFO

F-Measure: 95.1. Result ID: 699403773a6c3148491a569d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31760.md>)

[Implementation](<https://github.com/suyukun666/UFO>)

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

### OAST

F-Measure: 95. Result ID: 699403773a6c3148491a56a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

### TMO

F-Measure: 94.7. Result ID: 699403773a6c3148491a56a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6f9.md>)

[Implementation](<https://github.com/suhwan-cho/TMO>)

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

### PCSA

F-Measure: 94. Result ID: 699403773a6c3148491a5698.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

### SSAV

F-Measure: 93.9. Result ID: 699403773a6c3148491a5693.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

### HFAN

F-Measure: 93.5. Result ID: 699403773a6c3148491a569f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379f1.md>)

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

### GateNet

F-Measure: 92.8. Result ID: 699403773a6c3148491a5697.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680f1e209131cea19f06.md>)

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

### DBSNet

F-Measure: 92.8. Result ID: 699403773a6c3148491a569e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

### DFNet

F-Measure: 92.7. Result ID: 699403773a6c3148491a5699.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a2a1.md>)

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

### 3DC-Seg

F-Measure: 92.2. Result ID: 699403773a6c3148491a569a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b177.md>)

[Implementation](<https://github.com/sabarim/3DC-Seg>)

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

### MINet

F-Measure: 91.1. Result ID: 699403773a6c3148491a5696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f81e209131cea19862.md>)

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

### F³Net

F-Measure: 90.7. Result ID: 699403773a6c3148491a5695.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b81e209131cea12123.md>)

[Implementation](<https://github.com/weijun88/F3Net>)

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

### AD-Net

F-Measure: 90.4. Result ID: 699403773a6c3148491a5694.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa668e1e209131cea10cd1.md>)

[Implementation](<https://github.com/yz93/anchor-diff-VOS>)

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

### CASNet

F-Measure: 84.7. Result ID: 699403773a6c3148491a569b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75da1e209131cea6a3c6.md>)

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

Page 1 of 1. This is an index page, not the full collection.
