# Object Counting on SKU-110K 1.0 (test)

Source: [Object Counting on SKU-110K 1.0 (test)](<https://www.sota2.com/research/sota/object-counting-on-sku-110k-1-0-test>)

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

Data updated: 2026-02-26T05:48:55.578Z

Evaluation of object counting performance on the test split of the SKU-110K 1.0 dataset, typically measured using MAE and RMSE.

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 Counting |
| Dataset (including any stated split) | SKU-110K 1.0 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower 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

- [MAE](<https://www.sota2.com/research/sota/object-counting-on-sku-110k-1-0-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/object-counting-on-sku-110k-1-0-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Our full approach | 14.522 | Not recorded | 68fa66a91e209131cea1171c |
| RetinaNet | 16.584 | Not recorded | 68fa66a91e209131cea1171c |
| Base & EM-Merger | 23.978 | Not recorded | 68fa66a91e209131cea1171c |
| Base & NMS | 24.962 | Not recorded | 68fa66a91e209131cea1171c |
| Soft-IoU & NMS | 25.394 | Not recorded | 68fa66a91e209131cea1171c |
| YOLO9000opt | 84.166 | Not recorded | 68fa66a91e209131cea1171c |
| Faster-RCNN | 107.46 | Not recorded | 68fa66a91e209131cea1171c |

### Our full approach

MAE: 14.522. Result ID: 698cfd628b517eb4331e3431.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.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: {"overlap resolution":"EM-Merger","Soft-IoU layer":true}. This record does not assert independent reproduction.

### RetinaNet

MAE: 16.584. Result ID: 698cfd628b517eb4331e342d.

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

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

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

Recorded evaluation configuration: {"implementation":"original"}. This record does not assert independent reproduction.

### Base & EM-Merger

MAE: 23.978. Result ID: 698cfd628b517eb4331e3430.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.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: {"overlap resolution":"EM-Merger","Soft-IoU layer":false}. This record does not assert independent reproduction.

### Base & NMS

MAE: 24.962. Result ID: 698cfd628b517eb4331e342e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.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: {"overlap resolution":"NMS","Soft-IoU layer":false,"EM-Merger":false}. This record does not assert independent reproduction.

### Soft-IoU & NMS

MAE: 25.394. Result ID: 698cfd628b517eb4331e342f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1171c.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: {"overlap resolution":"NMS","Soft-IoU layer":true,"EM-Merger":false}. This record does not assert independent reproduction.

### YOLO9000opt

MAE: 84.166. Result ID: 698cfd628b517eb4331e342c.

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

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

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

Recorded evaluation configuration: {"loss function":"optimized","max boxes per image":300}. This record does not assert independent reproduction.

### Faster-RCNN

MAE: 107.46. Result ID: 698cfd628b517eb4331e342b.

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

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

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

Recorded evaluation configuration: {"implementation":"original"}. This record does not assert independent reproduction.

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