# Object Detection on Livestock (Han)

Source: [Object Detection on Livestock (Han)](<https://www.sota2.com/research/sota/object-detection-on-livestock-han>)

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

Data updated: 2026-06-15T07:00:11.794Z

Evaluation of Object Detection performance on the Livestock (Han) dataset, reporting Average Precision (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) | Livestock (Han) |
| 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-livestock-han.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| OWL-D | 97.3 | Not recorded | 6a2f871ad33dfb23e783bfee |
| OWL-C | 86.8 | Not recorded | 6a2f871ad33dfb23e783bfee |
| OWL-T | 81.8 | Not recorded | 6a2f871ad33dfb23e783bfee |
| YOLOv11n | 81 | Not recorded | 6a2f871ad33dfb23e783bfee |
| POLO | 75 | Not recorded | 6a2f871ad33dfb23e783bfee |
| YOLOv11l | 68.9 | Not recorded | 6a2f871ad33dfb23e783bfee |

### OWL-D

AP: 97.3. Result ID: 6a2fa2e5fbc373592c2b635c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

### OWL-C

AP: 86.8. Result ID: 6a2fa2e5fbc373592c2b635a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

### OWL-T

AP: 81.8. Result ID: 6a2fa2e5fbc373592c2b635b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

### YOLOv11n

AP: 81. Result ID: 6a2fa2e5fbc373592c2b6358.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62801e209131ce9f9ac3.md>)

[Implementation](<http://pjreddie.com/yolo/>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

### POLO

AP: 75. Result ID: 6a2fa2e5fbc373592c2b6357.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ed1e209131cea76115.md>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

### YOLOv11l

AP: 68.9. Result ID: 6a2fa2e5fbc373592c2b6359.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f871ad33dfb23e783bfee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62801e209131ce9f9ac3.md>)

[Implementation](<http://pjreddie.com/yolo/>)

Recorded evaluation configuration: {"τ (Distance Threshold)":"40 pixels"}. This record does not assert independent reproduction.

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