# Object Detection on OVDEval

Source: [Object Detection on OVDEval](<https://www.sota2.com/research/sota/object-detection-on-ovdeval>)

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

Data updated: 2026-03-24T16:28:23.248Z

Evaluation of Object Detection performance on the OVDEval dataset, reporting specialized Average Precision (AP) metrics across categories such as Logo, Landmark, Celebrity, Color, Material, Position, and Relationship.

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) | OVDEval |
| Metric | Logo 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

- [Logo AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Logo%20AP>): Higher is better; unit: PERCENT.

- [Logo NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Logo%20NMS-AP>): Higher is better; unit: PERCENT.

- [Landmark AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Landmark%20AP>): Higher is better; unit: PERCENT.

- [Landmark NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Landmark%20NMS-AP>): Higher is better; unit: PERCENT.

- [Celebrity AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Celebrity%20AP>): Higher is better; unit: PERCENT.

- [Celebrity NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Celebrity%20NMS-AP>): Higher is better; unit: PERCENT.

- [Color AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Color%20AP>): Higher is better; unit: PERCENT.

- [Color NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Color%20NMS-AP>): Higher is better; unit: PERCENT.

- [Material AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Material%20AP>): Higher is better; unit: PERCENT.

- [Material NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Material%20NMS-AP>): Higher is better; unit: PERCENT.

- [Position AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Position%20AP>): Higher is better; unit: PERCENT.

- [Position NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Position%20NMS-AP>): Higher is better; unit: PERCENT.

- [Relationship AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Relationship%20AP>): Higher is better; unit: PERCENT.

- [Relationship NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Relationship%20NMS-AP>): Higher is better; unit: PERCENT.

- [Average AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Average%20AP>): Higher is better; unit: PERCENT.

- [Average NMS-AP](<https://www.sota2.com/research/sota/object-detection-on-ovdeval.md?metric=Average%20NMS-AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Logo AP | Result date | Report paper |
| --- | --- | --- | --- |
| G-DINO | 11.7 | Not recorded | 68fa7c331e209131cea8cfb7 |
| G-DINO + NEGTOME | 11.5 | Not recorded | 68fa7c331e209131cea8cfb7 |

### G-DINO

Logo AP: 11.7. Result ID: 69c2bb9347f34ce924ac3208.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c331e209131cea8cfb7.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### G-DINO + NEGTOME

Logo AP: 11.5. Result ID: 69c2bb9347f34ce924ac3209.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c331e209131cea8cfb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c331e209131cea8cfb7.md>)

Recorded evaluation configuration: {"Adaptation":"LoRA-based fine-tuning","Token Merging":"NEGTOME"}. This record does not assert independent reproduction.

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