# Object Detection on Global Wheat 2020 (test)

Source: [Object Detection on Global Wheat 2020 (test)](<https://www.sota2.com/research/sota/object-detection-on-global-wheat-2020-test>)

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

Data updated: 2026-02-26T06:09:55.548Z

Evaluation of Object Detection performance on the test split of the Global Wheat 2020 dataset, reporting metrics such as mAP50.

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) | Global Wheat 2020 (test) |
| Metric | mAP50 |
| 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

- [mAP50](<https://www.sota2.com/research/sota/object-detection-on-global-wheat-2020-test.md?metric=mAP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 | Result date | Report paper |
| --- | --- | --- | --- |
| YOLOv9 | 97 | Not recorded | 68fa7a281e209131cea81688 |
| YOLOv8 | 96.9 | Not recorded | 68fa7a281e209131cea81688 |
| YOLOv5 | 96.7 | Not recorded | 68fa7a281e209131cea81688 |
| YOLOv10 | 95.7 | Not recorded | 68fa7a281e209131cea81688 |
| LeYOLO | 95.6 | Not recorded | 68fa7a281e209131cea81688 |

### YOLOv9

mAP50: 97. Result ID: 698b6f157a967eddb76e8d32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72561e209131cea55bdf.md>)

[Implementation](<https://github.com/WongKinYiu/yolov9>)

Recorded evaluation configuration: {"Params (M)":"2.0","Fine-tuned":"true","Pre-trained on MSCOCO":"true"}. This record does not assert independent reproduction.

### YOLOv8

mAP50: 96.9. Result ID: 698b6f157a967eddb76e8d31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

Recorded evaluation configuration: {"Params (M)":"3.2","Fine-tuned":"true","Pre-trained on MSCOCO":"true"}. This record does not assert independent reproduction.

### YOLOv5

mAP50: 96.7. Result ID: 698b6f157a967eddb76e8d30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

Recorded evaluation configuration: {"Params (M)":"2.5","Fine-tuned":"true","Pre-trained on MSCOCO":"true"}. This record does not assert independent reproduction.

### YOLOv10

mAP50: 95.7. Result ID: 698b6f157a967eddb76e8d33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681be.md>)

[Implementation](<https://github.com/THU-MIG/yolov10>)

Recorded evaluation configuration: {"Params (M)":"2.3","Fine-tuned":"true","Pre-trained on MSCOCO":"true"}. This record does not assert independent reproduction.

### LeYOLO

mAP50: 95.6. Result ID: 698b6f157a967eddb76e8d2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a281e209131cea81688.md>)

[Implementation](<https://github.com/LilianHollard/LeYOLO>)

Recorded evaluation configuration: {"Params (M)":"1.0","Fine-tuned":"true","Pre-trained on MSCOCO":"true"}. This record does not assert independent reproduction.

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