# Co-salient Object Detection on CoSal 2015 v1 (test) Source: [Co-salient Object Detection on CoSal 2015 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:45:09.665Z Evaluation of Co-salient Object Detection performance on the test split of the CoSal 2015 v1 dataset, reporting metrics MAE, F\_beta\_max, E\_xi\_max, and S\_alpha. 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) | CoSal 2015 v1 (test) | | Metric | Mean Absolute Error (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 - [Mean Absolute Error (MAE)](): Lower is better; unit: PERCENT. - [F-beta Score (Max)](): Higher is better; unit: PERCENT. - [E\_xi Score (Max)](): Higher is better; unit: PERCENT. - [S-alpha Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Absolute Error (MAE) | Result date | Report paper | | --- | --- | --- | --- | | VCP | 3.7 | Not recorded | 69cdf8400636e5bf4afcccbf | | CONDA | 4.5 | Not recorded | 69cdf8400636e5bf4afcccbf | | CoRP | 5.5 | Not recorded | 69cdf8400636e5bf4afcccbf | | GCoNet+ | 5.6 | Not recorded | 69cdf8400636e5bf4afcccbf | | SCoSPARC | 6.2 | Not recorded | 69cdf8400636e5bf4afcccbf | | DCFM | 6.7 | Not recorded | 69cdf8400636e5bf4afcccbf | | US-CoSOD | 7 | Not recorded | 69cdf8400636e5bf4afcccbf | | TF-SSD | 8.9 | Not recorded | 69cdf8400636e5bf4afcccbf | | DVFDVD | 9.2 | Not recorded | 69cdf8400636e5bf4afcccbf | | ZS-CoSOD | 10.1 | Not recorded | 69cdf8400636e5bf4afcccbf | | TokenCut | 13.9 | Not recorded | 69cdf8400636e5bf4afcccbf | ### VCP Mean Absolute Error (MAE): 3.7. Result ID: 69ce3aa147f34ce924b7d16e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"CVPR 2025","Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### CONDA Mean Absolute Error (MAE): 4.5. Result ID: 69ce3aa147f34ce924b7d16d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"ECCV 2024","Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### CoRP Mean Absolute Error (MAE): 5.5. Result ID: 69ce3aa147f34ce924b7d16b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"TPAMI 2023","Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### GCoNet+ Mean Absolute Error (MAE): 5.6. Result ID: 69ce3aa147f34ce924b7d16c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication Year":"TPAMI 2023","Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### SCoSPARC Mean Absolute Error (MAE): 6.2. Result ID: 69ce3aa147f34ce924b7d172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"ECCV 2024","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction. ### DCFM Mean Absolute Error (MAE): 6.7. Result ID: 69ce3aa147f34ce924b7d16a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication Year":"CVPR 2022","Supervision Type":"Supervised"}. This record does not assert independent reproduction. ### US-CoSOD Mean Absolute Error (MAE): 7. Result ID: 69ce3aa147f34ce924b7d171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"WACV 2024","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction. ### TF-SSD Mean Absolute Error (MAE): 8.9. Result ID: 69ce3aa147f34ce924b7d174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"Submission","Supervision Type":"Training-Free"}. This record does not assert independent reproduction. ### DVFDVD Mean Absolute Error (MAE): 9.2. Result ID: 69ce3aa147f34ce924b7d170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"ECCVW 2022","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction. ### ZS-CoSOD Mean Absolute Error (MAE): 10.1. Result ID: 69ce3aa147f34ce924b7d173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication Year":"ICASSP 2024","Supervision Type":"Training-Free"}. This record does not assert independent reproduction. ### TokenCut Mean Absolute Error (MAE): 13.9. Result ID: 69ce3aa147f34ce924b7d16f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication Year":"CVPR 2022","Supervision Type":"Unsupervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.