# Object Detection on FAIR1M 2.0 (Pre-stage)

Source: [Object Detection on FAIR1M 2.0 (Pre-stage)](<https://www.sota2.com/research/sota/object-detection-on-fair1m-2-0-pre-stage>)

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

Data updated: 2026-02-26T06:09:28.984Z

Evaluation of standard Object Detection performance on the pre-stage split of the FAIR1M 2.0 dataset, typically measured using mAP.

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 2.0 (Pre-stage) |
| 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-2-0-pre-stage.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| nust\_milab | 81.16 | Not recorded | 68fa6ecf1e209131cea4255a |
| Secret;Weapon | 81.11 | Not recorded | 68fa6ecf1e209131cea4255a |
| JiaNeng | 79.07 | Not recorded | 68fa6ecf1e209131cea4255a |
| ema.ai.paas | 78.65 | Not recorded | 68fa6ecf1e209131cea4255a |
| SanRenXing | 78.06 | Not recorded | 68fa6ecf1e209131cea4255a |

### nust\_milab

mAP: 81.16. Result ID: 699060063a6c31484900182d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

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

### Secret;Weapon

mAP: 81.11. Result ID: 699060063a6c31484900182e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

[Implementation](<https://github.com/zcablii/Large-Selective-Kernel-Network>)

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

### JiaNeng

mAP: 79.07. Result ID: 699060063a6c31484900182f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

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

### ema.ai.paas

mAP: 78.65. Result ID: 699060063a6c314849001830.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

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

### SanRenXing

mAP: 78.06. Result ID: 699060063a6c314849001831.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4255a.md>)

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

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