# Diverse Object Detection on D3 (Inter-scenario)

Source: [Diverse Object Detection on D3 (Inter-scenario)](<https://www.sota2.com/research/sota/diverse-object-detection-on-d3-inter-scenario>)

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

Data updated: 2026-02-27T10:32:45.350Z

Evaluation of Diverse Object Detection performance on the D3 (Inter-scenario) dataset, reporting mAP scores across FULL, PRES (Presence), and ABS (Absolute) conditions.

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 | Diverse Object Detection |
| Dataset (including any stated split) | D3 (Inter-scenario) |
| Metric | mAP (FULL) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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 (FULL)](<https://www.sota2.com/research/sota/diverse-object-detection-on-d3-inter-scenario.md?metric=mAP%20(FULL)>): Higher is better; unit: PERCENT.

- [mAP (PRES)](<https://www.sota2.com/research/sota/diverse-object-detection-on-d3-inter-scenario.md?metric=mAP%20(PRES)>): Higher is better; unit: PERCENT.

- [mAP (ABS)](<https://www.sota2.com/research/sota/diverse-object-detection-on-d3-inter-scenario.md?metric=mAP%20(ABS)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP (FULL) | Result date | Report paper |
| --- | --- | --- | --- |
| OFA-DOD | 5.7 | Not recorded | 68fa79381e209131cea7cb14 |
| UNINEXT | 3.3 | Not recorded | 68fa79381e209131cea7cb14 |
| OWL-ViT | 3.2 | Not recorded | 68fa79381e209131cea7cb14 |
| UNINEXT | 2.9 | Not recorded | 68fa79381e209131cea7cb14 |
| G-DINO | 2.7 | Not recorded | 68fa79381e209131cea7cb14 |
| OWL-ViT | 2.5 | Not recorded | 68fa79381e209131cea7cb14 |
| G-DINO | 2.3 | Not recorded | 68fa79381e209131cea7cb14 |
| CORA | 2 | Not recorded | 68fa79381e209131cea7cb14 |
| OFA | 0.1 | Not recorded | 68fa79381e209131cea7cb14 |
| OFA | 0.1 | Not recorded | 68fa79381e209131cea7cb14 |

### OFA-DOD

mAP (FULL): 5.7. Result ID: 69a172af35dfcabb00e71466.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

Recorded evaluation configuration: {"Category":"DOD","Scale":"base"}. This record does not assert independent reproduction.

### UNINEXT

mAP (FULL): 3.3. Result ID: 69a172af35dfcabb00e71463.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

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

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

Recorded evaluation configuration: {"Category":"Bi-functional","Scale":"huge"}. This record does not assert independent reproduction.

### OWL-ViT

mAP (FULL): 3.2. Result ID: 69a172af35dfcabb00e71460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

Recorded evaluation configuration: {"Category":"OVD","Scale":"base"}. This record does not assert independent reproduction.

### UNINEXT

mAP (FULL): 2.9. Result ID: 69a172af35dfcabb00e71462.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

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

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

Recorded evaluation configuration: {"Category":"Bi-functional","Scale":"large"}. This record does not assert independent reproduction.

### G-DINO

mAP (FULL): 2.7. Result ID: 69a172af35dfcabb00e71465.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a478.md>)

[Implementation](<https://github.com/MasterBin-IIAU/UNINEXT>)

Recorded evaluation configuration: {"Category":"Bi-functional","Scale":"base"}. This record does not assert independent reproduction.

### OWL-ViT

mAP (FULL): 2.5. Result ID: 69a172af35dfcabb00e71461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

Recorded evaluation configuration: {"Category":"OVD","Scale":"large"}. This record does not assert independent reproduction.

### G-DINO

mAP (FULL): 2.3. Result ID: 69a172af35dfcabb00e71464.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a478.md>)

[Implementation](<https://github.com/MasterBin-IIAU/UNINEXT>)

Recorded evaluation configuration: {"Category":"Bi-functional","Scale":"tiny"}. This record does not assert independent reproduction.

### CORA

mAP (FULL): 2. Result ID: 69a172af35dfcabb00e7145f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424d1.md>)

[Implementation](<https://github.com/tgxs002/CORA>)

Recorded evaluation configuration: {"Category":"OVD","Backbone":"R50"}. This record does not assert independent reproduction.

### OFA

mAP (FULL): 0.1. Result ID: 69a172af35dfcabb00e7145d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35951.md>)

[Implementation](<https://github.com/OFA-Sys/OFA>)

Recorded evaluation configuration: {"Category":"REC","Scale":"base"}. This record does not assert independent reproduction.

### OFA

mAP (FULL): 0.1. Result ID: 69a172af35dfcabb00e7145e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35951.md>)

[Implementation](<https://github.com/OFA-Sys/OFA>)

Recorded evaluation configuration: {"Category":"REC","Scale":"large"}. This record does not assert independent reproduction.

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