# Object Detection on COCO Full 100% labels

Source: [Object Detection on COCO Full 100% labels](<https://www.sota2.com/research/sota/object-detection-on-coco-full-100-percent-labels>)

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

Data updated: 2026-02-26T05:22:49.309Z

Evaluation of Object Detection performance using the complete COCO dataset with 100% labeled instances.

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) | COCO Full 100% labels |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-coco-full-100-percent-labels.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| MixPL | 55.2 | Not recorded | 68fa717b1e209131cea518bc |
| Semi-DETR | 50.4 | Not recorded | 68fa717b1e209131cea518bc |

### MixPL

AP: 55.2. Result ID: 6991e3dd3a6c3148490b431f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717b1e209131cea518bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717b1e209131cea518bc.md>)

[Implementation](<https://github.com/Czm369/MixPL>)

Recorded evaluation configuration: {"Detector":"DINO"}. This record does not assert independent reproduction.

### Semi-DETR

AP: 50.4. Result ID: 6991e3dd3a6c3148490b431e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717b1e209131cea518bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70061e209131cea48a75.md>)

[Implementation](<https://github.com/JCZ404/Semi-DETR>)

Recorded evaluation configuration: {"Detector":"DINO"}. This record does not assert independent reproduction.

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