# Object Detection on Color Boxes synthetic (val)

Source: [Object Detection on Color Boxes synthetic (val)](<https://www.sota2.com/research/sota/object-detection-on-color-boxes-synthetic-val>)

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

Data updated: 2026-02-26T05:22:47.221Z

Evaluation of Object Detection performance on the validation split of the Color Boxes synthetic dataset.

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 | Object Detection |
| Dataset (including any stated split) | Color Boxes synthetic (val) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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](<https://www.sota2.com/research/sota/object-detection-on-color-boxes-synthetic-val.md?metric=AP>): Higher is better; unit: PERCENT.

- [AR](<https://www.sota2.com/research/sota/object-detection-on-color-boxes-synthetic-val.md?metric=AR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| Deformable DETR | 64 | Not recorded | 68fa70021e209131cea48866 |
| Deformable DETR | 63.5 | Not recorded | 68fa70021e209131cea48866 |
| DETR | 50.9 | Not recorded | 68fa70021e209131cea48866 |
| DETR | 50.3 | Not recorded | 68fa70021e209131cea48866 |
| DETR | 45.3 | Not recorded | 68fa70021e209131cea48866 |

### Deformable DETR

AP: 64. Result ID: 699106d83a6c314849051bba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Implementation](<https://hdeplaen.github.io/uotod>)

Recorded evaluation configuration: {"Matching":"Hungarian","tau\_2":"inf","Epochs":50}. This record does not assert independent reproduction.

### Deformable DETR

AP: 63.5. Result ID: 699106d83a6c314849051bbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Implementation](<https://hdeplaen.github.io/uotod>)

Recorded evaluation configuration: {"Matching":"OT","tau\_2":"inf","Epochs":50}. This record does not assert independent reproduction.

### DETR

AP: 50.9. Result ID: 699106d73a6c314849051bb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Implementation](<https://hdeplaen.github.io/uotod>)

Recorded evaluation configuration: {"Matching":"Hungarian","tau\_2":"inf","Epochs":300}. This record does not assert independent reproduction.

### DETR

AP: 50.3. Result ID: 699106d83a6c314849051bb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Implementation](<https://hdeplaen.github.io/uotod>)

Recorded evaluation configuration: {"Matching":"OT","tau\_2":"inf","Epochs":150}. This record does not assert independent reproduction.

### DETR

AP: 45.3. Result ID: 699106d83a6c314849051bb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea48866.md>)

[Implementation](<https://hdeplaen.github.io/uotod>)

Recorded evaluation configuration: {"Matching":"Hungarian","tau\_2":"inf","Epochs":150}. This record does not assert independent reproduction.

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