# Counting on Livestock Han

Source: [Counting on Livestock Han](<https://www.sota2.com/research/sota/counting-on-livestock-han>)

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

Data updated: 2026-06-15T07:00:11.822Z

Evaluation of counting performance on the Livestock Han dataset, measured using metrics such as MAE, RMSE, Pred., and Err %.

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 | Counting |
| Dataset (including any stated split) | Livestock Han |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower 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

- [MAE](<https://www.sota2.com/research/sota/counting-on-livestock-han.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/counting-on-livestock-han.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Average Prediction](<https://www.sota2.com/research/sota/counting-on-livestock-han.md?metric=Average%20Prediction>): Higher is better; unit: SCALAR.

- [Error (%)](<https://www.sota2.com/research/sota/counting-on-livestock-han.md?metric=Error%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| OWL-D | 2.43 | Not recorded | 6a2f871ad33dfb23e783bfee |
| OWL-T | 8.14 | Not recorded | 6a2f871ad33dfb23e783bfee |
| YOLOv11n | 9.14 | Not recorded | 6a2f871ad33dfb23e783bfee |
| OWL-C | 10.43 | Not recorded | 6a2f871ad33dfb23e783bfee |
| POLO | 11.14 | Not recorded | 6a2f871ad33dfb23e783bfee |
| YOLOv11l | 24.29 | Not recorded | 6a2f871ad33dfb23e783bfee |

### OWL-D

MAE: 2.43. Result ID: 6a2fa2e5fbc373592c2b6362.

[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

MAE: 8.14. Result ID: 6a2fa2e5fbc373592c2b6361.

[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

MAE: 9.14. Result ID: 6a2fa2e5fbc373592c2b635e.

[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.

### OWL-C

MAE: 10.43. Result ID: 6a2fa2e5fbc373592c2b6360.

[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.

### POLO

MAE: 11.14. Result ID: 6a2fa2e5fbc373592c2b635d.

[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

MAE: 24.29. Result ID: 6a2fa2e5fbc373592c2b635f.

[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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