# Object Detection on COCO zero-shot

Source: [Object Detection on COCO zero-shot](<https://www.sota2.com/research/sota/object-detection-on-coco-zero-shot>)

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

Data updated: 2026-02-26T06:09:32.484Z

Evaluation of Object Detection performance on the COCO dataset under zero-shot evaluation conditions, typically measured using mAP.

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 zero-shot |
| Metric | mAP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-coco-zero-shot.md?metric=mAP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| MM-G-T(c2) | 0.506 | Not recorded | 68fa71b11e209131cea528ca |
| MM-G-T(c1) | 0.505 | Not recorded | 68fa71b11e209131cea528ca |
| MM-G-T(b) | 0.504 | Not recorded | 68fa71b11e209131cea528ca |
| MM-G-T(c3) | 0.504 | Not recorded | 68fa71b11e209131cea528ca |
| MM-G-T(a) | 0.485 | Not recorded | 68fa71b11e209131cea528ca |
| G-DINO-T(c) | 0.484 | Not recorded | 68fa71b11e209131cea528ca |
| G-DINO-T(b) | 0.481 | Not recorded | 68fa71b11e209131cea528ca |
| G-DINO-T(a) | 0.467 | Not recorded | 68fa71b11e209131cea528ca |
| GLIP | 0.466 | Not recorded | 68fa71b11e209131cea528ca |

### MM-G-T(c2)

mAP: 0.506. Result ID: 6991dbc73a6c3148490b093e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Implementation](<https://github.com/open-mmlab/mmdetection/tree/main/configs/mm_grounding_dino>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### MM-G-T(c1)

mAP: 0.505. Result ID: 6991dbc73a6c3148490b093d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Implementation](<https://github.com/open-mmlab/mmdetection/tree/main/configs/mm_grounding_dino>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### MM-G-T(b)

mAP: 0.504. Result ID: 6991dbc73a6c3148490b093c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Implementation](<https://github.com/open-mmlab/mmdetection/tree/main/configs/mm_grounding_dino>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### MM-G-T(c3)

mAP: 0.504. Result ID: 6991dbc73a6c3148490b093f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Implementation](<https://github.com/open-mmlab/mmdetection/tree/main/configs/mm_grounding_dino>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### MM-G-T(a)

mAP: 0.485. Result ID: 6991dbc73a6c3148490b093b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Implementation](<https://github.com/open-mmlab/mmdetection/tree/main/configs/mm_grounding_dino>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### G-DINO-T(c)

mAP: 0.484. Result ID: 6991dbc73a6c3148490b093a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.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","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### G-DINO-T(b)

mAP: 0.481. Result ID: 6991dbc73a6c3148490b0939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.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","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### G-DINO-T(a)

mAP: 0.467. Result ID: 6991dbc73a6c3148490b0938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.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","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

### GLIP

mAP: 0.466. Result ID: 6991dbc73a6c3148490b0937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea36418.md>)

[Implementation](<https://github.com/microsoft/GLIP>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Lr schd":"zero-shot"}. This record does not assert independent reproduction.

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