# Oriented Object Detection on SKU110K-R

Source: [Oriented Object Detection on SKU110K-R](<https://www.sota2.com/research/sota/oriented-object-detection-on-sku110k-r>)

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

Data updated: 2026-05-06T07:19:13.123Z

Evaluation of Oriented Object Detection performance on the SKU110K-R dataset, reporting standard detection metrics including mAP, AP75, and AR300.

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 | Oriented Object Detection |
| Dataset (including any stated split) | SKU110K-R |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/oriented-object-detection-on-sku110k-r.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/oriented-object-detection-on-sku110k-r.md?metric=AP75>): Higher is better; unit: PERCENT.

- [AR300](<https://www.sota2.com/research/sota/oriented-object-detection-on-sku110k-r.md?metric=AR300>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/oriented-object-detection-on-sku110k-r.md?metric=AP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| DRN | 55.9 | Not recorded | 68fa67b71e209131cea18101 |
| CenterNet | 54.7 | Not recorded | 68fa67b71e209131cea18101 |
| Baseline | 54.4 | Not recorded | 68fa67b71e209131cea18101 |
| YoloV3-Rotate | 49.1 | Not recorded | 68fa67b71e209131cea18101 |
| CenterNet-4point | 34.3 | Not recorded | 68fa67b71e209131cea18101 |

### DRN

mAP: 55.9. Result ID: 69a1391235dfcabb00e59b57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Implementation](<https://github.com/Anymake/DRN_CVPR2020>)

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

### CenterNet

mAP: 54.7. Result ID: 69a1391235dfcabb00e59b55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bc9b.md>)

[Implementation](<https://github.com/xingyizhou/CenterNet>)

Recorded evaluation configuration: {"center pooling":"true","DCN":"true"}. This record does not assert independent reproduction.

### Baseline

mAP: 54.4. Result ID: 69a1391235dfcabb00e59b56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bc9b.md>)

[Implementation](<https://github.com/xingyizhou/CenterNet>)

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

### YoloV3-Rotate

mAP: 49.1. Result ID: 69a1391235dfcabb00e59b53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03af3.md>)

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

Recorded evaluation configuration: {"angle prediction":"true"}. This record does not assert independent reproduction.

### CenterNet-4point

mAP: 34.3. Result ID: 69a1391235dfcabb00e59b54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18101.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bc9b.md>)

[Implementation](<https://github.com/xingyizhou/CenterNet>)

Recorded evaluation configuration: {"regressing four corners":"true","center pooling":"true","DCN":"true"}. This record does not assert independent reproduction.

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