# Object Detection on COCO (val) (APM/APL Reporting)

Source: [Object Detection on COCO (val) (APM/APL Reporting)](<https://www.sota2.com/research/sota/object-detection-on-coco-val-apm-apl-reporting>)

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

Data updated: 2026-02-26T05:23:29.138Z

Evaluation of Object Detection performance on the COCO validation set, specifically reporting on APM and APL metrics.

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 (val) |
| Metric | APM |
| 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

- [APM](<https://www.sota2.com/research/sota/object-detection-on-coco-val-apm-apl-reporting.md?metric=APM>): Higher is better; unit: PERCENT.

- [APL](<https://www.sota2.com/research/sota/object-detection-on-coco-val-apm-apl-reporting.md?metric=APL>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APM | Result date | Report paper |
| --- | --- | --- | --- |
| Grounding DINO-T | 71.2 | Not recorded | 68fa74211e209131cea5fd32 |
| X-Pose-T | 71.1 | Not recorded | 68fa74211e209131cea5fd32 |
| X-Pose-V | 71.1 | Not recorded | 68fa74211e209131cea5fd32 |
| Grounding DINO-T | 70.8 | Not recorded | 68fa74211e209131cea5fd32 |
| Grounding DINO-B | 69.7 | Not recorded | 68fa74211e209131cea5fd32 |

### Grounding DINO-T

APM: 71.2. Result ID: 69931f893a6c31484913e02f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Training Datasets":"COCO, O365, GoldG, Cap4M, OpenImage, ODinW-35, RefCOCO","Dataset Volume":"1858K + 155K","Fine-tuned":true}. This record does not assert independent reproduction.

### X-Pose-T

APM: 71.1. Result ID: 69931f893a6c31484913e030.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Implementation](<https://github.com/IDEA-Research/UniPose>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Training Datasets":"COCO, Human-Art, AP-10K, APT-36K","Dataset Volume":"155K","Prompting":"Textual"}. This record does not assert independent reproduction.

### X-Pose-V

APM: 71.1. Result ID: 69931f893a6c31484913e031.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Implementation](<https://github.com/IDEA-Research/UniPose>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Training Datasets":"COCO, Human-Art, AP-10K, APT-36K","Dataset Volume":"155K","Prompting":"Visual"}. This record does not assert independent reproduction.

### Grounding DINO-T

APM: 70.8. Result ID: 69931f893a6c31484913e02d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Training Datasets":"O365, GoldG, Cap4M","Dataset Volume":"1858K","Fine-tuned":false}. This record does not assert independent reproduction.

### Grounding DINO-B

APM: 69.7. Result ID: 69931f893a6c31484913e02e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Training Datasets":"O365, GoldG, Cap4M","Dataset Volume":"1858K","Fine-tuned":false}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.