# Object Detection on VOC 2007 + VOC 2012 & COCO 2017 (train val)

Source: [Object Detection on VOC 2007 + VOC 2012 & COCO 2017 (train val)](<https://www.sota2.com/research/sota/object-detection-on-voc-2007-plus-voc-2012-and-coco-2017-train-val>)

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

Data updated: 2026-02-26T05:23:06.570Z

Evaluation of Object Detection performance using a combined dataset consisting of PASCAL VOC 2007, PASCAL VOC 2012, and COCO 2017 (train/val splits).

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) | VOC labeled 2007 + VOC 2012 & COCO unlabeled 2017 (train val) |
| Metric | AP (IoU=0.5) |
| 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

- [AP (IoU=0.5)](<https://www.sota2.com/research/sota/object-detection-on-voc-2007-plus-voc-2012-and-coco-2017-train-val.md?metric=AP%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [mAP (IoU=0.5:0.95)](<https://www.sota2.com/research/sota/object-detection-on-voc-2007-plus-voc-2012-and-coco-2017-train-val.md?metric=mAP%20(IoU%3D0.5%3A0.95)>): Higher is better; unit: PERCENT.

- [AP (IoU=0.75)](<https://www.sota2.com/research/sota/object-detection-on-voc-2007-plus-voc-2012-and-coco-2017-train-val.md?metric=AP%20(IoU%3D0.75)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (IoU=0.5) | Result date | Report paper |
| --- | --- | --- | --- |
| Instant-Teaching\* | 79.9 | Not recorded | 68fa698e1e209131cea22992 |
| STAC | 79.08 | Not recorded | 68fa698e1e209131cea22992 |
| Instant-Teaching | 79 | Not recorded | 68fa698e1e209131cea22992 |
| CSD | 75.1 | Not recorded | 68fa698e1e209131cea22992 |

### Instant-Teaching\*

AP (IoU=0.5): 79.9. Result ID: 698db55e8b517eb433233bcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction.

### STAC

AP (IoU=0.5): 79.08. Result ID: 698db55e8b517eb433233bcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d51e209131cea1e7d5.md>)

[Implementation](<https://github.com/google-research/ssl_detection/>)

Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction.

### Instant-Teaching

AP (IoU=0.5): 79. Result ID: 698db55e8b517eb433233bce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction.

### CSD

AP (IoU=0.5): 75.1. Result ID: 698db55e8b517eb433233bcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698e1e209131cea22992.md>)

Recorded evaluation configuration: {"Backbone":"R101-R-FCN"}. This record does not assert independent reproduction.

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