# Co-salient Object Detection on CoSOD3k v1 (test)

Source: [Co-salient Object Detection on CoSOD3k v1 (test)](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosod3k-v1-test>)

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

Data updated: 2026-04-02T09:45:09.696Z

Evaluation of Co-salient Object Detection performance on the test split of the CoSOD3k v1 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 | Co-salient Object Detection |
| Dataset (including any stated split) | CoSOD3k v1 (test) |
| Metric | MAE |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

- [MAE](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosod3k-v1-test.md?metric=MAE>): Lower is better; unit: PERCENT.

- [F\_beta (max)](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosod3k-v1-test.md?metric=F_beta%20(max)>): Higher is better; unit: PERCENT.

- [E\_xi (max)](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosod3k-v1-test.md?metric=E_xi%20(max)>): Higher is better; unit: PERCENT.

- [S\_alpha](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosod3k-v1-test.md?metric=S_alpha>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| VCP | 4.9 | Not recorded | 69cdf8400636e5bf4afcccbf |
| CONDA | 5.6 | Not recorded | 69cdf8400636e5bf4afcccbf |
| CoRP | 6 | Not recorded | 69cdf8400636e5bf4afcccbf |
| GCoNet+ | 6.2 | Not recorded | 69cdf8400636e5bf4afcccbf |
| SCoSPARC | 6.4 | Not recorded | 69cdf8400636e5bf4afcccbf |
| DCFM | 6.7 | Not recorded | 69cdf8400636e5bf4afcccbf |
| US-CoSOD | 7.6 | Not recorded | 69cdf8400636e5bf4afcccbf |
| TF-SSD | 9 | Not recorded | 69cdf8400636e5bf4afcccbf |
| DVFDVD | 10.4 | Not recorded | 69cdf8400636e5bf4afcccbf |
| ZS-CoSOD | 11.7 | Not recorded | 69cdf8400636e5bf4afcccbf |
| TokenCut | 15.1 | Not recorded | 69cdf8400636e5bf4afcccbf |

### VCP

MAE: 4.9. Result ID: 69ce3aa147f34ce924b7d179.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78171e209131cea76b92.md>)

Recorded evaluation configuration: {"Publication Year":"CVPR 2025","Supervision Type":"Supervised"}. This record does not assert independent reproduction.

### CONDA

MAE: 5.6. Result ID: 69ce3aa147f34ce924b7d178.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751e1e209131cea65e1a.md>)

Recorded evaluation configuration: {"Publication Year":"ECCV 2024","Supervision Type":"Supervised"}. This record does not assert independent reproduction.

### CoRP

MAE: 6. Result ID: 69ce3aa147f34ce924b7d176.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec21e209131cea41ce2.md>)

Recorded evaluation configuration: {"Publication Year":"TPAMI 2023","Supervision Type":"Supervised"}. This record does not assert independent reproduction.

### GCoNet+

MAE: 6.2. Result ID: 69ce3aa147f34ce924b7d177.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437ed.md>)

[Implementation](<https://github.com/ZhengPeng7/GCoNet_plus>)

Recorded evaluation configuration: {"Publication Year":"TPAMI 2023","Supervision Type":"Supervised"}. This record does not assert independent reproduction.

### SCoSPARC

MAE: 6.4. Result ID: 69ce3aa147f34ce924b7d17d.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5eceb.md>)

Recorded evaluation configuration: {"Publication Year":"ECCV 2024","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction.

### DCFM

MAE: 6.7. Result ID: 69ce3aa147f34ce924b7d175.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Implementation](<https://github.com/siyueyu/DCFM11>)

Recorded evaluation configuration: {"Publication Year":"CVPR 2022","Supervision Type":"Supervised"}. This record does not assert independent reproduction.

### US-CoSOD

MAE: 7.6. Result ID: 69ce3aa147f34ce924b7d17c.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa712c1e209131cea4fb71.md>)

Recorded evaluation configuration: {"Publication Year":"WACV 2024","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction.

### TF-SSD

MAE: 9. Result ID: 69ce3aa147f34ce924b7d17f.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

Recorded evaluation configuration: {"Publication Year":"Submission","Supervision Type":"Training-Free"}. This record does not assert independent reproduction.

### DVFDVD

MAE: 10.4. Result ID: 69ce3aa147f34ce924b7d17b.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b57a.md>)

Recorded evaluation configuration: {"Publication Year":"ECCVW 2022","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction.

### ZS-CoSOD

MAE: 11.7. Result ID: 69ce3aa147f34ce924b7d17e.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71c81e209131cea52ee2.md>)

Recorded evaluation configuration: {"Publication Year":"ICASSP 2024","Supervision Type":"Training-Free"}. This record does not assert independent reproduction.

### TokenCut

MAE: 15.1. Result ID: 69ce3aa147f34ce924b7d17a.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8400636e5bf4afcccbf.md>)

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

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

Recorded evaluation configuration: {"Publication Year":"CVPR 2022","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction.

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