# Salient Object Detection on SOD Source: [Salient Object Detection on SOD]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:41.222Z Evaluation of Salient Object Detection performance on the SOD dataset, reporting F\_beta and MAE. 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 | Salient Object Detection | | Dataset (including any stated split) | SOD | | Metric | F-beta Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [F-beta Score](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | F-beta Score | Result date | Report paper | | --- | --- | --- | --- | | DHS | 77.46 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet | 75.47 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet-1/1 | 75.12 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet-1/2 | 75.09 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet-1/4 | 75.03 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet-1/8 | 74.92 | Not recorded | 68fa638c1e209131ce9ff7f7 | | RFCN | 74.26 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet-1/16 | 74.21 | Not recorded | 68fa638c1e209131ce9ff7f7 | | DCL | 74.13 | Not recorded | 68fa638c1e209131ce9ff7f7 | | MDF | 72.05 | Not recorded | 68fa638c1e209131ce9ff7f7 | | Amulet BPR | 72.01 | Not recorded | 68fa638c1e209131ce9ff7f7 | | ELD | 71.16 | Not recorded | 68fa638c1e209131ce9ff7f7 | | DS | 69.81 | Not recorded | 68fa638c1e209131ce9ff7f7 | | LEGS | 68.34 | Not recorded | 68fa638c1e209131ce9ff7f7 | | DRFI | 63.43 | Not recorded | 68fa638c1e209131ce9ff7f7 | | DSR | 59.62 | Not recorded | 68fa638c1e209131ce9ff7f7 | | BSCA | 58.35 | Not recorded | 68fa638c1e209131ce9ff7f7 | | BL | 57.98 | Not recorded | 68fa638c1e209131ce9ff7f7 | ### DHS F-beta Score: 77.46. Result ID: 698bfbfaf729bc7f68e73a1e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Amulet F-beta Score: 75.47. Result ID: 698bfbfaf729bc7f68e73a16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Amulet-1/1 F-beta Score: 75.12. Result ID: 698bfbfaf729bc7f68e73a17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"resolution reduction factor":"1"}. This record does not assert independent reproduction. ### Amulet-1/2 F-beta Score: 75.09. Result ID: 698bfbfaf729bc7f68e73a18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"resolution reduction factor":"2"}. This record does not assert independent reproduction. ### Amulet-1/4 F-beta Score: 75.03. Result ID: 698bfbfaf729bc7f68e73a19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"resolution reduction factor":"4"}. This record does not assert independent reproduction. ### Amulet-1/8 F-beta Score: 74.92. Result ID: 698bfbfaf729bc7f68e73a1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"resolution reduction factor":"8"}. This record does not assert independent reproduction. ### RFCN F-beta Score: 74.26. Result ID: 698bfbfaf729bc7f68e73a23. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Amulet-1/16 F-beta Score: 74.21. Result ID: 698bfbfaf729bc7f68e73a1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"resolution reduction factor":"16"}. This record does not assert independent reproduction. ### DCL F-beta Score: 74.13. Result ID: 698bfbfaf729bc7f68e73a1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDF F-beta Score: 72.05. Result ID: 698bfbfaf729bc7f68e73a22. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Amulet BPR F-beta Score: 72.01. Result ID: 698bfbfaf729bc7f68e73a1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"component":"BPR"}. This record does not assert independent reproduction. ### ELD F-beta Score: 71.16. Result ID: 698bfbfaf729bc7f68e73a20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS F-beta Score: 69.81. Result ID: 698bfbfaf729bc7f68e73a1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LEGS F-beta Score: 68.34. Result ID: 698bfbfaf729bc7f68e73a21. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRFI F-beta Score: 63.43. Result ID: 698bfbfaf729bc7f68e73a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSR F-beta Score: 59.62. Result ID: 698bfbfaf729bc7f68e73a27. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BSCA F-beta Score: 58.35. Result ID: 698bfbfaf729bc7f68e73a25. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BL F-beta Score: 57.98. Result ID: 698bfbfaf729bc7f68e73a24. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.