# Video Amodal Segmentation on SAIL-VOS

Source: [Video Amodal Segmentation on SAIL-VOS](<https://www.sota2.com/research/sota/video-amodal-segmentation-on-sail-vos>)

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

Data updated: 2026-02-26T06:10:31.665Z

Evaluation of Video Amodal Segmentation performance on the SAIL-VOS dataset, typically measured using mIoU and mIoUocc.

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 Amodal Segmentation |
| Dataset (including any stated split) | SAIL-VOS |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/video-amodal-segmentation-on-sail-vos.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mIoUocc](<https://www.sota2.com/research/sota/video-amodal-segmentation-on-sail-vos.md?metric=mIoUocc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 79.23 | Not recorded | 68fa76121e209131cea6b410 |
| Ours | 77.07 | Not recorded | 68fa76121e209131cea6b410 |
| PCNet-M | 74.2 | Not recorded | 68fa76121e209131cea6b410 |
| AISFormer | 73.51 | Not recorded | 68fa76121e209131cea6b410 |
| 3D-UNet | 72.79 | Not recorded | 68fa76121e209131cea6b410 |
| Convex R | 71.21 | Not recorded | 68fa76121e209131cea6b410 |
| VideoMAE | 69.67 | Not recorded | 68fa76121e209131cea6b410 |
| Modal | 67.89 | Not recorded | 68fa76121e209131cea6b410 |
| Convex | 63.18 | Not recorded | 68fa76121e209131cea6b410 |
| pix2gestalt | 60.79 | Not recorded | 68fa76121e209131cea6b410 |
| pix2gestalt | 54.83 | Not recorded | 68fa76121e209131cea6b410 |

### Ours

mIoU: 79.23. Result ID: 699424273a6c3148491b5866.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

Recorded evaluation configuration: {"Method category":"Video-based","Top-k prediction":"3"}. This record does not assert independent reproduction.

### Ours

mIoU: 77.07. Result ID: 699424273a6c3148491b5865.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

Recorded evaluation configuration: {"Method category":"Video-based","Top-k prediction":"1"}. This record does not assert independent reproduction.

### PCNet-M

mIoU: 74.2. Result ID: 699424273a6c3148491b585f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea1560f.md>)

Recorded evaluation configuration: {"Method category":"Image-based"}. This record does not assert independent reproduction.

### AISFormer

mIoU: 73.51. Result ID: 699424273a6c3148491b5860.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57194.md>)

Recorded evaluation configuration: {"Method category":"Image-based"}. This record does not assert independent reproduction.

### 3D-UNet

mIoU: 72.79. Result ID: 699424273a6c3148491b5864.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa719f1e209131cea52224.md>)

[Implementation](<https://research.nvidia.com/labs/toronto-ai/VideoLDM/>)

Recorded evaluation configuration: {"Method category":"Video-based"}. This record does not assert independent reproduction.

### Convex R

mIoU: 71.21. Result ID: 699424273a6c3148491b585e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea1560f.md>)

Recorded evaluation configuration: {"Method category":"Image-based"}. This record does not assert independent reproduction.

### VideoMAE

mIoU: 69.67. Result ID: 699424273a6c3148491b5863.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b2fd.md>)

[Implementation](<https://github.com/MCG-NJU/VideoMAE>)

Recorded evaluation configuration: {"Method category":"Video-based"}. This record does not assert independent reproduction.

### Modal

mIoU: 67.89. Result ID: 699424273a6c3148491b585c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

Recorded evaluation configuration: {"Method category":"Image-based"}. This record does not assert independent reproduction.

### Convex

mIoU: 63.18. Result ID: 699424273a6c3148491b585d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea1560f.md>)

Recorded evaluation configuration: {"Method category":"Image-based"}. This record does not assert independent reproduction.

### pix2gestalt

mIoU: 60.79. Result ID: 699424273a6c3148491b5862.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f11e209131cea53ae0.md>)

[Implementation](<https://www.sota2.com/gestalt.cs.columbia.edu>)

Recorded evaluation configuration: {"Method category":"Image-based","Top-k prediction":"3"}. This record does not assert independent reproduction.

### pix2gestalt

mIoU: 54.83. Result ID: 699424273a6c3148491b5861.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f11e209131cea53ae0.md>)

[Implementation](<https://www.sota2.com/gestalt.cs.columbia.edu>)

Recorded evaluation configuration: {"Method category":"Image-based","Top-k prediction":"1"}. This record does not assert independent reproduction.

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