# Video Amodal Tracking on TAO-Amodal (val)

Source: [Video Amodal Tracking on TAO-Amodal (val)](<https://www.sota2.com/research/sota/video-amodal-tracking-on-tao-amodal-val>)

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

Data updated: 2026-02-26T05:23:14.681Z

Evaluation of Video Amodal Tracking performance on the validation split of the TAO-Amodal dataset, measured using AP-style metrics (AP25, AP50, AP75).

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 Tracking |
| Dataset (including any stated split) | TAO-Amodal (val) |
| Metric | AP25 |
| 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

- [AP25](<https://www.sota2.com/research/sota/video-amodal-tracking-on-tao-amodal-val.md?metric=AP25>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/video-amodal-tracking-on-tao-amodal-val.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/video-amodal-tracking-on-tao-amodal-val.md?metric=AP75>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP25 | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 98.31 | Not recorded | 68fa76121e209131cea6b410 |
| Ours | 97.28 | Not recorded | 68fa76121e209131cea6b410 |
| AISFormer | 95.45 | Not recorded | 68fa76121e209131cea6b410 |
| PCNet-M | 94.89 | Not recorded | 68fa76121e209131cea6b410 |
| 3D-UNet | 94.59 | Not recorded | 68fa76121e209131cea6b410 |
| Modal | 93.73 | Not recorded | 68fa76121e209131cea6b410 |
| Convex | 93.73 | Not recorded | 68fa76121e209131cea6b410 |
| Convex R | 93.73 | Not recorded | 68fa76121e209131cea6b410 |
| pix2gestalt | 91.8 | Not recorded | 68fa76121e209131cea6b410 |
| pix2gestalt | 80.73 | Not recorded | 68fa76121e209131cea6b410 |
| VideoMAE | 69.14 | Not recorded | 68fa76121e209131cea6b410 |

### Ours

AP25: 98.31. Result ID: 699424273a6c3148491b5871.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### Ours

AP25: 97.28. Result ID: 699424273a6c3148491b5870.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### AISFormer

AP25: 95.45. Result ID: 699424273a6c3148491b586b.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### PCNet-M

AP25: 94.89. Result ID: 699424273a6c3148491b586a.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### 3D-UNet

AP25: 94.59. Result ID: 699424273a6c3148491b586f.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### Modal

AP25: 93.73. Result ID: 699424273a6c3148491b5867.

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

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

### Convex

AP25: 93.73. Result ID: 699424273a6c3148491b5868.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### Convex R

AP25: 93.73. Result ID: 699424273a6c3148491b5869.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### pix2gestalt

AP25: 91.8. Result ID: 699424273a6c3148491b586d.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### pix2gestalt

AP25: 80.73. Result ID: 699424273a6c3148491b586c.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

### VideoMAE

AP25: 69.14. Result ID: 699424273a6c3148491b586e.

[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","Zero-shot evaluation":true}. This record does not assert independent reproduction.

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