# Object Detection on Roboflow100 VL

Source: [Object Detection on Roboflow100 VL](<https://www.sota2.com/research/sota/object-detection-on-roboflow100-vl>)

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

Data updated: 2026-03-31T07:30:03.088Z

Evaluation of Object Detection performance on the Roboflow100 VL dataset, reporting standard metrics such as AP.

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) | Roboflow100 VL |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AP](<https://www.sota2.com/research/sota/object-detection-on-roboflow100-vl.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SAM 3 | 61.6 | Not recorded | 6923e69bd6b0dd334292f0ad |
| LW-DETRm | 59.8 | Not recorded | 6923e69bd6b0dd334292f0ad |
| SAM 3 | 36.5 | Not recorded | 6923e69bd6b0dd334292f0ad |
| Grounding Dino | 33.7 | Not recorded | 6923e69bd6b0dd334292f0ad |
| Grounding Dino | 15.7 | Not recorded | 6923e69bd6b0dd334292f0ad |
| SAM 3 | 15.2 | Not recorded | 6923e69bd6b0dd334292f0ad |

### SAM 3

AP: 61.6. Result ID: 69cb776047f34ce924b363ad.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Evaluation Setting":"All"}. This record does not assert independent reproduction.

### LW-DETRm

AP: 59.8. Result ID: 69cb776047f34ce924b363aa.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73871e209131cea5cf81.md>)

Recorded evaluation configuration: {"Evaluation Setting":"All"}. This record does not assert independent reproduction.

### SAM 3

AP: 36.5. Result ID: 69cb776047f34ce924b363ac.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Evaluation Setting":"10-Shot"}. This record does not assert independent reproduction.

### Grounding Dino

AP: 33.7. Result ID: 69cb776047f34ce924b363a9.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

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

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

Recorded evaluation configuration: {"Evaluation Setting":"10-Shot"}. This record does not assert independent reproduction.

### Grounding Dino

AP: 15.7. Result ID: 69cb776047f34ce924b363a8.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

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

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

Recorded evaluation configuration: {"Evaluation Setting":"Zero-Shot"}. This record does not assert independent reproduction.

### SAM 3

AP: 15.2. Result ID: 69cb776047f34ce924b363ab.

[Reporting paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-Shot"}. This record does not assert independent reproduction.

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