# Object Detection on VOC 2012

Source: [Object Detection on VOC 2012](<https://www.sota2.com/research/sota/object-detection-on-voc-2012>)

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

Data updated: 2026-02-26T06:09:22.671Z

Evaluation of Object Detection performance on the PASCAL VOC 2012 dataset.

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 2012 |
| 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-voc-2012.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| C-MIL | 46.7 | Not recorded | 68fa65a51e209131cea0b8ff |
| MELM | 42.4 | Not recorded | 68fa65a51e209131cea0b8ff |
| WeakRPN | 40.8 | Not recorded | 68fa65a51e209131cea0b8ff |
| TS2C | 40 | Not recorded | 68fa65a51e209131cea0b8ff |
| Self-Taught | 38.3 | Not recorded | 68fa65a51e209131cea0b8ff |
| WCCN | 37.9 | Not recorded | 68fa65a51e209131cea0b8ff |
| OICR | 37.9 | Not recorded | 68fa65a51e209131cea0b8ff |

### C-MIL

mAP: 46.7. Result ID: 698cbf028b517eb4331c7206.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Implementation](<https://www.sota2.com/github.com/Winfrand/C-MIL>)

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

### MELM

mAP: 42.4. Result ID: 698cbf028b517eb4331c7205.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a2d0.md>)

[Implementation](<https://github.com/WinFrand/MELM>)

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

### WeakRPN

mAP: 40.8. Result ID: 698cbf028b517eb4331c7204.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

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

### TS2C

mAP: 40. Result ID: 698cbf028b517eb4331c7203.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649d1e209131cea059aa.md>)

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

### Self-Taught

mAP: 38.3. Result ID: 698cbf028b517eb4331c7201.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634c1e209131ce9fdd2c.md>)

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

### WCCN

mAP: 37.9. Result ID: 698cbf028b517eb4331c7200.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

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

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

### OICR

mAP: 37.9. Result ID: 698cbf028b517eb4331c7202.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b8ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa633b1e209131ce9fdae4.md>)

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

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

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