# Amodal Bounding Box Detection on TAO-Amodal custom 100-clip 1.0

Source: [Amodal Bounding Box Detection on TAO-Amodal custom 100-clip 1.0](<https://www.sota2.com/research/sota/amodal-bounding-box-detection-on-tao-amodal-custom-100-clip-1-0>)

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

Data updated: 2026-03-05T06:57:18.530Z

Evaluation of Amodal Bounding Box Detection performance on the custom 100-clip v1.0 subset of the TAO-Amodal dataset, measured using standard detection AP metrics (AP@25, AP@50, AP@75).

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 | Amodal Bounding Box Detection |
| Dataset (including any stated split) | TAO-Amodal custom 100-clip 1.0 |
| Metric | AP@25 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AP@25](<https://www.sota2.com/research/sota/amodal-bounding-box-detection-on-tao-amodal-custom-100-clip-1-0.md?metric=AP%4025>): Higher is better; unit: PERCENT.

- [AP@50](<https://www.sota2.com/research/sota/amodal-bounding-box-detection-on-tao-amodal-custom-100-clip-1-0.md?metric=AP%4050>): Higher is better; unit: PERCENT.

- [AP@75](<https://www.sota2.com/research/sota/amodal-bounding-box-detection-on-tao-amodal-custom-100-clip-1-0.md?metric=AP%4075>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@25 | Result date | Report paper |
| --- | --- | --- | --- |
| TABE | 65.9 | Not recorded | 68fa75e11e209131cea6a693 |
| TABE | 63.7 | Not recorded | 68fa75e11e209131cea6a693 |
| Amodal Expander | 41.7 | Not recorded | 68fa75e11e209131cea6a693 |
| SDAmodal | 41.1 | Not recorded | 68fa75e11e209131cea6a693 |
| TCOW | 27.8 | Not recorded | 68fa75e11e209131cea6a693 |
| pix2gestalt | 22.3 | Not recorded | 68fa75e11e209131cea6a693 |

### TABE

AP@25: 65.9. Result ID: 69a927df6dbb7075b951f465.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

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

### TABE

AP@25: 63.7. Result ID: 69a927df6dbb7075b951f464.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

Recorded evaluation configuration: {"Bounding box source":"Estimated Bbox"}. This record does not assert independent reproduction.

### Amodal Expander

AP@25: 41.7. Result ID: 69a927df6dbb7075b951f463.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58318.md>)

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

### SDAmodal

AP@25: 41.1. Result ID: 69a927df6dbb7075b951f462.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a380.md>)

[Implementation](<https://www.robots.ox.ac.uk/~vgg/research/amodal/>)

Recorded evaluation configuration: {"Input modality":"Visual mask (SAM2) and ground truth amodal bounding boxes"}. This record does not assert independent reproduction.

### TCOW

AP@25: 27.8. Result ID: 69a927df6dbb7075b951f461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f431e209131cea4496d.md>)

Recorded evaluation configuration: {"Input modality":"Query mask and SAM2 modal segmentation masks"}. This record does not assert independent reproduction.

### pix2gestalt

AP@25: 22.3. Result ID: 69a927df6dbb7075b951f460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a693.md>)

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

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

Recorded evaluation configuration: {"Approach":"Independent frame-based","Model type":"Diffusion-based"}. This record does not assert independent reproduction.

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