# Open-Vocabulary Object Detection on 3FOVD NEU-171K-C

Source: [Open-Vocabulary Object Detection on 3FOVD NEU-171K-C](<https://www.sota2.com/research/sota/open-vocabulary-object-detection-on-3fovd-neu-171k-c>)

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

Data updated: 2026-03-31T08:00:16.689Z

Evaluation of Open-Vocabulary Object Detection performance using the 3FOVD NEU-171K-C dataset, reporting mAP scores.

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 | Open-Vocabulary Object Detection |
| Dataset (including any stated split) | 3FOVD NEU-171K-C |
| Metric | mAP |
| 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

- [mAP](<https://www.sota2.com/research/sota/open-vocabulary-object-detection-on-3fovd-neu-171k-c.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| LaMI-DETR | 9 | Not recorded | 69cb54e30636e5bf4afc9d1d |
| LaMI-DETR + GUIDED | 7.2 | Not recorded | 69cb54e30636e5bf4afc9d1d |
| Detic | 6.6 | Not recorded | 69cb54e30636e5bf4afc9d1d |
| Vild | 3.8 | Not recorded | 69cb54e30636e5bf4afc9d1d |
| GroundingDino | 1.3 | Not recorded | 69cb54e30636e5bf4afc9d1d |

### LaMI-DETR

mAP: 9. Result ID: 69cb7eb847f34ce924b39c13.

[Reporting paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffba.md>)

[Implementation](<https://github.com/eternaldolphin/LaMI-DETR>)

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

### LaMI-DETR + GUIDED

mAP: 7.2. Result ID: 69cb7eb847f34ce924b39c14.

[Reporting paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.md>)

Recorded evaluation configuration: {"strategy":"GUIDED"}. This record does not assert independent reproduction.

### Detic

mAP: 6.6. Result ID: 69cb7eb847f34ce924b39c10.

[Reporting paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d211e209131cea3803c.md>)

[Implementation](<https://github.com/facebookresearch/Detic>)

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

### Vild

mAP: 3.8. Result ID: 69cb7eb847f34ce924b39c11.

[Reporting paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c891e209131cea34901.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/vild>)

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

### GroundingDino

mAP: 1.3. Result ID: 69cb7eb847f34ce924b39c12.

[Reporting paper](<https://www.sota2.com/research/paper/69cb54e30636e5bf4afc9d1d.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.

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