# Object Detection on Open Images 2.4K fashion photos V4 (test)

Source: [Object Detection on Open Images 2.4K fashion photos V4 (test)](<https://www.sota2.com/research/sota/object-detection-on-open-images-2-4k-fashion-photos-v4-test>)

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

Data updated: 2026-02-26T06:09:21.749Z

Evaluation of Object Detection performance on the test split of the Open Images 2.4K fashion photos V4 dataset, reporting mAP.

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) | Open Images 2.4K fashion photos V4 (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-open-images-2-4k-fashion-photos-v4-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| CDSSD300 | 72.7 | Not recorded | 68fa64871e209131cea0531b |
| Stairnet | 64.8 | Not recorded | 68fa64871e209131cea0531b |
| DSSD321 | 63.6 | Not recorded | 68fa64871e209131cea0531b |
| YOLOv2\_352 | 56.7 | Not recorded | 68fa64871e209131cea0531b |

### CDSSD300

mAP: 72.7. Result ID: 698c4b1737894ef7d9cd4cbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64871e209131cea0531b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64871e209131cea0531b.md>)

Recorded evaluation configuration: {"network":"ResNet-101","number of default boxes":"1182","fps":"51","lib":"TF"}. This record does not assert independent reproduction.

### Stairnet

mAP: 64.8. Result ID: 698c4b1737894ef7d9cd4cbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64871e209131cea0531b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a61e209131cea0018d.md>)

Recorded evaluation configuration: {"network":"VGGNet","number of default boxes":"8732","fps":"30","lib":"PyTorch"}. This record does not assert independent reproduction.

### DSSD321

mAP: 63.6. Result ID: 698c4b1737894ef7d9cd4cba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64871e209131cea0531b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63171e209131ce9fc966.md>)

Recorded evaluation configuration: {"network":"ResNet-101","number of default boxes":"43688","fps":"9.5","lib":"Caffe"}. This record does not assert independent reproduction.

### YOLOv2\_352

mAP: 56.7. Result ID: 698c4b1737894ef7d9cd4cb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64871e209131cea0531b.md>)

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

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

Recorded evaluation configuration: {"network":"DarkNet-19","number of default boxes":"98","fps":"81","lib":"DarkNet"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.