# Object Detection on SKU110K

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

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

Data updated: 2026-02-27T06:26:51.057Z

Evaluation of Object Detection performance on the SKU110K dataset, reporting standard detection metrics like 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 | Object Detection |
| Dataset (including any stated split) | SKU110K |
| 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/object-detection-on-sku110k.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP@75](<https://www.sota2.com/research/sota/object-detection-on-sku110k.md?metric=AP%4075>): Higher is better; unit: PERCENT.

- [AR@300](<https://www.sota2.com/research/sota/object-detection-on-sku110k.md?metric=AR%40300>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| DRN | 56.9 | Not recorded | 68fa67b71e209131cea18101 |
| Baseline | 55.8 | Not recorded | 68fa67b71e209131cea18101 |
| YoloV3 | 55.4 | Not recorded | 68fa67b71e209131cea18101 |
| RetinaNet with EM-Merger | 49.2 | Not recorded | 68fa67b71e209131cea18101 |
| RetinaNet | 45.5 | Not recorded | 68fa67b71e209131cea18101 |
| YOLO9000 | 9.4 | Not recorded | 68fa67b71e209131cea18101 |
| Faster-RCNN | 4.5 | Not recorded | 68fa67b71e209131cea18101 |

### DRN

mAP: 56.9. Result ID: 69a1391235dfcabb00e59b52.

[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.

### Baseline

mAP: 55.8. Result ID: 69a1391235dfcabb00e59b51.

[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

mAP: 55.4. Result ID: 69a1391235dfcabb00e59b50.

[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: Not recorded. This record does not assert independent reproduction.

### RetinaNet with EM-Merger

mAP: 49.2. Result ID: 69a1391235dfcabb00e59b4f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.md>)

[Implementation](<https://www.sota2.com/www.github.com/eg4000/SKU110K_CVPR19>)

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

### RetinaNet

mAP: 45.5. Result ID: 69a1391235dfcabb00e59b4e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

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

### YOLO9000

mAP: 9.4. Result ID: 69a1391235dfcabb00e59b4d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63081e209131ce9fc862.md>)

[Implementation](<http://pjreddie.com/yolo9000/>)

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

### Faster-RCNN

mAP: 4.5. Result ID: 69a1391235dfcabb00e59b4c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

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

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