# Object Detection on ImageNet DET (test)

Source: [Object Detection on ImageNet DET (test)](<https://www.sota2.com/research/sota/object-detection-on-imagenet-det-test>)

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

Data updated: 2026-02-26T06:09:22.156Z

Evaluation of Object Detection performance on the test split of the ImageNet DET dataset, measured using Mean Average Precision (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) | ImageNet DET (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-imagenet-det-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Faster R-CNN (ResNet-101, ensemble) | 62.1 | Not recorded | 68fa62321e209131ce9f8328 |
| Faster R-CNN (ResNet-101) | 58.8 | Not recorded | 68fa62321e209131ce9f8328 |
| GoogLeNet | 43.9 | Not recorded | 68fa62321e209131ce9f8328 |
| PCL-OB-G-Ens.+FRCNN | 19.6 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-Ens. | 18.8 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-VGG16 | 18.4 | Not recorded | 68fa64fa1e209131cea0781b |
| WCCN | 16.3 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-VGG M | 14.4 | Not recorded | 68fa64fa1e209131cea0781b |
| Li et al. | 10.8 | Not recorded | 68fa64fa1e209131cea0781b |
| Ren et al. | 9.6 | Not recorded | 68fa64fa1e209131cea0781b |

### Faster R-CNN (ResNet-101, ensemble)

mAP: 62.1. Result ID: 698bd4737a967eddb771a746.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Protocol":"ensemble","Competition":"ILSVRC'15"}. This record does not assert independent reproduction.

### Faster R-CNN (ResNet-101)

mAP: 58.8. Result ID: 698bd4737a967eddb771a745.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Protocol":"single model","Competition":"ILSVRC'15"}. This record does not assert independent reproduction.

### GoogLeNet

mAP: 43.9. Result ID: 698bd4737a967eddb771a744.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61801e209131ce9f4ab4.md>)

Recorded evaluation configuration: {"Competition":"ILSVRC'14"}. This record does not assert independent reproduction.

### PCL-OB-G-Ens.+FRCNN

mAP: 19.6. Result ID: 698c96220b614d12cff1c1a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Implementation](<https://github.com/ppengtang/oicr/tree/pcl>)

Recorded evaluation configuration: {"Mode":"Ensemble + FRCNN","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### PCL-OB-G-Ens.

mAP: 18.8. Result ID: 698c96220b614d12cff1c1a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Implementation](<https://github.com/ppengtang/oicr/tree/pcl>)

Recorded evaluation configuration: {"Mode":"Ensemble","Components":"VGG M and VGG16"}. This record does not assert independent reproduction.

### PCL-OB-G-VGG16

mAP: 18.4. Result ID: 698c96220b614d12cff1c19f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Implementation](<https://github.com/ppengtang/oicr/tree/pcl>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### WCCN

mAP: 16.3. Result ID: 698c96220b614d12cff1c19d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63011e209131ce9fc46d.md>)

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

### PCL-OB-G-VGG M

mAP: 14.4. Result ID: 698c96220b614d12cff1c19e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

[Implementation](<https://github.com/ppengtang/oicr/tree/pcl>)

Recorded evaluation configuration: {"Backbone":"VGG M"}. This record does not assert independent reproduction.

### Li et al.

mAP: 10.8. Result ID: 698c96220b614d12cff1c19c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

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

### Ren et al.

mAP: 9.6. Result ID: 698c96220b614d12cff1c19b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64fa1e209131cea0781b.md>)

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

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