# Object Detection on FAIR1M airplane

Source: [Object Detection on FAIR1M airplane](<https://www.sota2.com/research/sota/object-detection-on-fair1m-airplane>)

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

Data updated: 2026-06-11T08:35:42.034Z

Evaluation of Object Detection performance on the airplane subset of the FAIR1M dataset, reporting standard bounding box metrics like mAP, AP50, AP75, and APs.

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) | FAIR1M airplane |
| 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/object-detection-on-fair1m-airplane.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-fair1m-airplane.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/object-detection-on-fair1m-airplane.md?metric=AP75>): Higher is better; unit: PERCENT.

- [APs](<https://www.sota2.com/research/sota/object-detection-on-fair1m-airplane.md?metric=APs>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Grounded-SAM | 3.01 | Not recorded | 6a28f37990966ade919c19c4 |
| ZODS-RS | 2.19 | Not recorded | 6a28f37990966ade919c19c4 |
| Florence-2 | 2.01 | Not recorded | 6a28f37990966ade919c19c4 |
| OWL-V2 | 1.62 | Not recorded | 6a28f37990966ade919c19c4 |
| NTTT | 0.82 | Not recorded | 6a28f37990966ade919c19c4 |

### Grounded-SAM

mAP: 3.01. Result ID: 6a2a72b2fbc373592c27912a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f11e209131cea53ab0.md>)

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

### ZODS-RS

mAP: 2.19. Result ID: 6a2a72b2fbc373592c27912b.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

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

### Florence-2

mAP: 2.01. Result ID: 6a2a72b2fbc373592c279129.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71211e209131cea4f617.md>)

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

### OWL-V2

mAP: 1.62. Result ID: 6a2a72b2fbc373592c279127.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73401e209131cea5b473.md>)

Recorded evaluation configuration: {"Score threshold":"0.30"}. This record does not assert independent reproduction.

### NTTT

mAP: 0.82. Result ID: 6a2a72b2fbc373592c279128.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37990966ade919c19c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79db1e209131cea7fc5f.md>)

[Implementation](<https://miquel-espinosa.github.io/no-time-to-train>)

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

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