# Video Amodal Segmentation on MOVi-D

Source: [Video Amodal Segmentation on MOVi-D](<https://www.sota2.com/research/sota/video-amodal-segmentation-on-movi-d>)

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

Data updated: 2026-02-26T06:10:31.645Z

Evaluation of model performance on the MOVi-D dataset for Video Amodal Segmentation, 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) | MOVi-D |
| Metric | mIoU |
| Unit | PERCENT |
| 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

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

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 77.76 | Not recorded | 68fa76121e209131cea6b410 |
| Ours | 77.03 | Not recorded | 68fa76121e209131cea6b410 |
| 3D-UNet | 75.65 | Not recorded | 68fa76121e209131cea6b410 |
| EoRaS | 74.1 | Not recorded | 68fa76121e209131cea6b410 |
| C2F-Seg | 71.67 | Not recorded | 68fa76121e209131cea6b410 |
| VideoMAE | 70.93 | Not recorded | 68fa76121e209131cea6b410 |
| Bi-LSTM | 68.43 | Not recorded | 68fa76121e209131cea6b410 |
| AISFormer | 67.72 | Not recorded | 68fa76121e209131cea6b410 |
| PCNet-M | 64.35 | Not recorded | 68fa76121e209131cea6b410 |
| SaVos | 60.61 | Not recorded | 68fa76121e209131cea6b410 |
| Convex | 60.18 | Not recorded | 68fa76121e209131cea6b410 |
| Modal | 56.93 | Not recorded | 68fa76121e209131cea6b410 |

### Ours

mIoU: 77.76. Result ID: 699424273a6c3148491b585b.

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

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

Recorded evaluation configuration: {"Top-K":3}. This record does not assert independent reproduction.

### Ours

mIoU: 77.03. Result ID: 699424273a6c3148491b585a.

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

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

Recorded evaluation configuration: {"Top-K":1}. This record does not assert independent reproduction.

### 3D-UNet

mIoU: 75.65. Result ID: 699424273a6c3148491b5859.

[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: Not recorded. This record does not assert independent reproduction.

### EoRaS

mIoU: 74.1. Result ID: 699424273a6c3148491b5856.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b51e209131cea4cb87.md>)

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

### C2F-Seg

mIoU: 71.67. Result ID: 699424273a6c3148491b5857.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b158.md>)

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

### VideoMAE

mIoU: 70.93. Result ID: 699424273a6c3148491b5858.

[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: Not recorded. This record does not assert independent reproduction.

### Bi-LSTM

mIoU: 68.43. Result ID: 699424273a6c3148491b5855.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b51e209131cea4cb87.md>)

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

### AISFormer

mIoU: 67.72. Result ID: 699424273a6c3148491b5853.

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

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

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

### PCNet-M

mIoU: 64.35. Result ID: 699424273a6c3148491b5852.

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

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

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

### SaVos

mIoU: 60.61. Result ID: 699424273a6c3148491b5854.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6db81e209131cea3b8b7.md>)

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

### Convex

mIoU: 60.18. Result ID: 699424273a6c3148491b5851.

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

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

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

### Modal

mIoU: 56.93. Result ID: 699424273a6c3148491b5850.

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

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

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