# Weakly Supervised Object Detection on VOC 2007 (trainval)

Source: [Weakly Supervised Object Detection on VOC 2007 (trainval)](<https://www.sota2.com/research/sota/weakly-supervised-object-detection-on-voc-2007-trainval>)

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

Data updated: 2026-02-26T05:39:51.353Z

Evaluation of Weakly Supervised Object Detection performance on the training and validation splits of the PASCAL VOC 2007 dataset, reporting CorLoc scores.

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 | Weakly Supervised Object Detection |
| Dataset (including any stated split) | VOC 2007 (trainval) |
| Metric | CorLoc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [CorLoc](<https://www.sota2.com/research/sota/weakly-supervised-object-detection-on-voc-2007-trainval.md?metric=CorLoc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CorLoc | Result date | Report paper |
| --- | --- | --- | --- |
| PCL-OB-G-Ens.+FRCNN | 66.6 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-Ens. | 63 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-VGG16 | 62.7 | Not recorded | 68fa64fa1e209131cea0781b |
| PCL-OB-G-VGG M | 59.6 | Not recorded | 68fa64fa1e209131cea0781b |
| WSDDN-Ens. | 58 | Not recorded | 68fa64fa1e209131cea0781b |
| WCCN | 56.7 | Not recorded | 68fa64fa1e209131cea0781b |
| WSDDN-VGG M | 56.1 | Not recorded | 68fa64fa1e209131cea0781b |
| Jie et al. | 56.1 | Not recorded | 68fa64fa1e209131cea0781b |
| WSDDN+context | 55.1 | Not recorded | 68fa64fa1e209131cea0781b |
| WSDDN-VGG F | 54.2 | Not recorded | 68fa64fa1e209131cea0781b |
| WSDDN-VGG16 | 53.5 | Not recorded | 68fa64fa1e209131cea0781b |
| OM+MIL+FRCNN | 52.4 | Not recorded | 68fa64fa1e209131cea0781b |

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

CorLoc: 66.6. Result ID: 698c96220b614d12cff1c1ad.

[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: {"Model Integration":"Ensemble","Refinement":"FRCNN"}. This record does not assert independent reproduction.

### PCL-OB-G-Ens.

CorLoc: 63. Result ID: 698c96220b614d12cff1c1ac.

[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: {"Model Integration":"Ensemble"}. This record does not assert independent reproduction.

### PCL-OB-G-VGG16

CorLoc: 62.7. Result ID: 698c96220b614d12cff1c1a7.

[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","Model Integration":"Single model"}. This record does not assert independent reproduction.

### PCL-OB-G-VGG M

CorLoc: 59.6. Result ID: 698c96220b614d12cff1c1a6.

[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","Model Integration":"Single model"}. This record does not assert independent reproduction.

### WSDDN-Ens.

CorLoc: 58. Result ID: 698c96220b614d12cff1c1a9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63061e209131ce9fc714.md>)

[Implementation](<https://github.com/hbilen/WSDDN>)

Recorded evaluation configuration: {"Model Integration":"Ensemble"}. This record does not assert independent reproduction.

### WCCN

CorLoc: 56.7. Result ID: 698c96220b614d12cff1c1aa.

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

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

Recorded evaluation configuration: {"Model Integration":"Multiple models"}. This record does not assert independent reproduction.

### WSDDN-VGG M

CorLoc: 56.1. Result ID: 698c96220b614d12cff1c1a3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63061e209131ce9fc714.md>)

[Implementation](<https://github.com/hbilen/WSDDN>)

Recorded evaluation configuration: {"Backbone":"VGG\_M","Model Integration":"Single model"}. This record does not assert independent reproduction.

### Jie et al.

CorLoc: 56.1. Result ID: 698c96220b614d12cff1c1ab.

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

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

Recorded evaluation configuration: {"Model Integration":"Multiple models"}. This record does not assert independent reproduction.

### WSDDN+context

CorLoc: 55.1. Result ID: 698c96220b614d12cff1c1a5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62be1e209131ce9fb12d.md>)

[Implementation](<http://www.di.ens.fr/willow/research/contextlocnet>)

Recorded evaluation configuration: {"Model Integration":"Single model","Contextual Information":"true"}. This record does not assert independent reproduction.

### WSDDN-VGG F

CorLoc: 54.2. Result ID: 698c96220b614d12cff1c1a2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63061e209131ce9fc714.md>)

[Implementation](<https://github.com/hbilen/WSDDN>)

Recorded evaluation configuration: {"Backbone":"VGG\_F","Model Integration":"Single model"}. This record does not assert independent reproduction.

### WSDDN-VGG16

CorLoc: 53.5. Result ID: 698c96220b614d12cff1c1a4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63061e209131ce9fc714.md>)

[Implementation](<https://github.com/hbilen/WSDDN>)

Recorded evaluation configuration: {"Backbone":"VGG16","Model Integration":"Single model"}. This record does not assert independent reproduction.

### OM+MIL+FRCNN

CorLoc: 52.4. Result ID: 698c96220b614d12cff1c1a8.

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

Recorded evaluation configuration: {"Model Integration":"Multiple models","Refinement":"FRCNN"}. This record does not assert independent reproduction.

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