# Unsupervised Single Object Discovery on VOC 2007 (test)

Source: [Unsupervised Single Object Discovery on VOC 2007 (test)](<https://www.sota2.com/research/sota/unsupervised-single-object-discovery-on-voc-2007-test>)

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

Data updated: 2026-02-26T05:39:51.861Z

Evaluation of Unsupervised Single Object Discovery performance on the test split 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 | Unsupervised Single Object Discovery |
| Dataset (including any stated split) | VOC 2007 (test) |
| Metric | CorLoc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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/unsupervised-single-object-discovery-on-voc-2007-test.md?metric=CorLoc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CorLoc | Result date | Report paper |
| --- | --- | --- | --- |
| MOVE | 77.5 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| MOVE | 77.1 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| MOVE | 76 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| TokenCut | 71.4 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| TokenCut + CAD\* | 71.4 | Not recorded | 68fa71581e209131cea50b10 |
| TokenCut | 68.8 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| TokenCut | 68.8 | Not recorded | 68fa71581e209131cea50b10 |
| LOST | 65.7 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| LOST + CAD\* | 65.7 | Not recorded | 68fa71581e209131cea50b10 |
| Deep Spectral | 62.7 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| DSS | 62.7 | Not recorded | 68fa71581e209131cea50b10 |
| LOST | 61.9 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| LOST | 61.9 | Not recorded | 68fa71581e209131cea50b10 |
| rOSD | 58.3 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| rOSD + CAD\* | 58.3 | Not recorded | 68fa71581e209131cea50b10 |
| LOD | 56.3 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| LOD + CAD\* | 56.3 | Not recorded | 68fa71581e209131cea50b10 |
| FreeSOLO | 56.1 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| rOSD | 54.5 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| rOSD | 54.5 | Not recorded | 68fa71581e209131cea50b10 |
| LOD | 53.6 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| LOD | 53.6 | Not recorded | 68fa71581e209131cea50b10 |
| DDT+ | 50.2 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| DDT+ | 50.2 | Not recorded | 68fa71581e209131cea50b10 |
| Zhang et al. | 46.2 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| Zhange et al. | 46.2 | Not recorded | 68fa71581e209131cea50b10 |
| DINO-seg | 45.8 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| DINO-seg | 45.8 | Not recorded | 68fa71581e209131cea50b10 |
| Kim et al. | 43.9 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| Kim et al. | 43.9 | Not recorded | 68fa71581e209131cea50b10 |
| EdgeBoxes | 31.1 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| EdgeBoxes | 31.1 | Not recorded | 68fa71581e209131cea50b10 |
| Selective Search | 18.8 | Not recorded | 68fa6dbd1e209131cea3bbc3 |
| Selective Search | 18.8 | Not recorded | 68fa71581e209131cea50b10 |

### MOVE

CorLoc: 77.5. Result ID: 698fe2c23a6c314849fc910f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Implementation](<https://github.com/facebookresearch/mae/blob/main/demo/mae_visualize.ipynb>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true","Multi-dataset training":"true"}. This record does not assert independent reproduction.

### MOVE

CorLoc: 77.1. Result ID: 698fe2c23a6c314849fc910e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Implementation](<https://github.com/facebookresearch/mae/blob/main/demo/mae_visualize.ipynb>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true"}. This record does not assert independent reproduction.

### MOVE

CorLoc: 76. Result ID: 698fe2c23a6c314849fc9109.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Implementation](<https://github.com/facebookresearch/mae/blob/main/demo/mae_visualize.ipynb>)

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

### TokenCut

CorLoc: 71.4. Result ID: 698fe2c23a6c314849fc910d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d01.md>)

[Implementation](<https://www.m-psi.fr/Papers/TokenCut2022/>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true"}. This record does not assert independent reproduction.

### TokenCut + CAD\*

CorLoc: 71.4. Result ID: 6991c6c73a6c3148490a84a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Implementation](<https://www.m-psi.fr/Papers/TokenCut2022/>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]","Second stage detector":"CAD"}. This record does not assert independent reproduction.

### TokenCut

CorLoc: 68.8. Result ID: 698fe2c23a6c314849fc9108.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d01.md>)

[Implementation](<https://www.m-psi.fr/Papers/TokenCut2022/>)

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

### TokenCut

CorLoc: 68.8. Result ID: 6991c6c73a6c3148490a84a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Implementation](<https://www.m-psi.fr/Papers/TokenCut2022/>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]"}. This record does not assert independent reproduction.

### LOST

CorLoc: 65.7. Result ID: 698fe2c23a6c314849fc910c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true"}. This record does not assert independent reproduction.

### LOST + CAD\*

CorLoc: 65.7. Result ID: 6991c6c73a6c3148490a84a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]","Second stage detector":"CAD"}. This record does not assert independent reproduction.

### Deep Spectral

CorLoc: 62.7. Result ID: 698fe2c23a6c314849fc9107.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c851e209131cea3477a.md>)

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

### DSS

CorLoc: 62.7. Result ID: 6991c6c73a6c3148490a849f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c851e209131cea3477a.md>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]"}. This record does not assert independent reproduction.

### LOST

CorLoc: 61.9. Result ID: 698fe2c23a6c314849fc9106.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

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

### LOST

CorLoc: 61.9. Result ID: 6991c6c73a6c3148490a849e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]"}. This record does not assert independent reproduction.

### rOSD

CorLoc: 58.3. Result ID: 698fe2c23a6c314849fc910b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68381e209131cea1ae0a.md>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true"}. This record does not assert independent reproduction.

### rOSD + CAD\*

CorLoc: 58.3. Result ID: 6991c6c73a6c3148490a84a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

Recorded evaluation configuration: {"Inter-image Simi.":true,"Second stage detector":"CAD"}. This record does not assert independent reproduction.

### LOD

CorLoc: 56.3. Result ID: 698fe2c23a6c314849fc910a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4ea.md>)

[Implementation](<https://github.com/huyvvo/LOD>)

Recorded evaluation configuration: {"CAD (Class-agnostic Detector)":"true"}. This record does not assert independent reproduction.

### LOD + CAD\*

CorLoc: 56.3. Result ID: 6991c6c73a6c3148490a84a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bf88.md>)

[Implementation](<https://github.com/valeoai/LOST>)

Recorded evaluation configuration: {"Inter-image Simi.":true,"Second stage detector":"CAD"}. This record does not assert independent reproduction.

### FreeSOLO

CorLoc: 56.1. Result ID: 698fe2c23a6c314849fc9105.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c661e209131cea33d61.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/FreeSOLO>)

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

### rOSD

CorLoc: 54.5. Result ID: 698fe2c23a6c314849fc9102.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68381e209131cea1ae0a.md>)

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

### rOSD

CorLoc: 54.5. Result ID: 6991c6c73a6c3148490a849b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68381e209131cea1ae0a.md>)

Recorded evaluation configuration: {"Inter-image Simi.":true}. This record does not assert independent reproduction.

### LOD

CorLoc: 53.6. Result ID: 698fe2c23a6c314849fc9103.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4ea.md>)

[Implementation](<https://github.com/huyvvo/LOD>)

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

### LOD

CorLoc: 53.6. Result ID: 6991c6c73a6c3148490a849c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4ea.md>)

[Implementation](<https://github.com/huyvvo/LOD>)

Recorded evaluation configuration: {"Inter-image Simi.":true}. This record does not assert independent reproduction.

### DDT+

CorLoc: 50.2. Result ID: 698fe2c23a6c314849fc9101.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa637f1e209131ce9feefa.md>)

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

### DDT+

CorLoc: 50.2. Result ID: 6991c6c73a6c3148490a849a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa637f1e209131ce9feefa.md>)

Recorded evaluation configuration: {"Inter-image Simi.":true}. This record does not assert independent reproduction.

### Zhang et al.

CorLoc: 46.2. Result ID: 698fe2c23a6c314849fc9100.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70181e209131cea48f41.md>)

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

### Zhange et al.

CorLoc: 46.2. Result ID: 6991c6c73a6c3148490a8499.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70181e209131cea48f41.md>)

Recorded evaluation configuration: {"Inter-image Simi.":true}. This record does not assert independent reproduction.

### DINO-seg

CorLoc: 45.8. Result ID: 698fe2c23a6c314849fc9104.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

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

### DINO-seg

CorLoc: 45.8. Result ID: 6991c6c73a6c3148490a849d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"DINO Feat.":"ViT-S/16 \[14\]"}. This record does not assert independent reproduction.

### Kim et al.

CorLoc: 43.9. Result ID: 698fe2c23a6c314849fc90ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

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

### Kim et al.

CorLoc: 43.9. Result ID: 6991c6c73a6c3148490a8498.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

Recorded evaluation configuration: {"Inter-image Simi.":true}. This record does not assert independent reproduction.

### EdgeBoxes

CorLoc: 31.1. Result ID: 698fe2c23a6c314849fc90fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

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

### EdgeBoxes

CorLoc: 31.1. Result ID: 6991c6c73a6c3148490a8497.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

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

### Selective Search

CorLoc: 18.8. Result ID: 698fe2c23a6c314849fc90fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc3.md>)

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

### Selective Search

CorLoc: 18.8. Result ID: 6991c6c73a6c3148490a8496.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b10.md>)

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

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