# Saliency Detection on HFUT Source: [Saliency Detection on HFUT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:39.152Z Evaluation of Saliency Detection performance on the HFUT dataset, reporting F and M 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 | Saliency Detection | | Dataset (including any stated split) | HFUT | | Metric | F Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 Score](): Higher is better; unit: PERCENT. - [M Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F Score | Result date | Report paper | | --- | --- | --- | --- | | LFS | 70.5 | Not recorded | 68fa6c601e209131cea33af7 | | PoolNet | 68.3 | Not recorded | 68fa6c601e209131cea33af7 | | NoiseLF | 65.2 | Not recorded | 68fa6c601e209131cea33af7 | | UCNet | 64.5 | Not recorded | 68fa6c601e209131cea33af7 | | NLDF | 63.6 | Not recorded | 68fa6c601e209131cea33af7 | | SNL | 63.3 | Not recorded | 68fa6c601e209131cea33af7 | | DUSPS | 62.7 | Not recorded | 68fa6c601e209131cea33af7 | | R3Net | 62.5 | Not recorded | 68fa6c601e209131cea33af7 | | Mo-LF | 61.9 | Not recorded | 68fa6c601e209131cea33af7 | | PiCANet | 61.8 | Not recorded | 68fa6c601e209131cea33af7 | | DLLF | 60.5 | Not recorded | 68fa6c601e209131cea33af7 | | MNL | 60.1 | Not recorded | 68fa6c601e209131cea33af7 | | RBD | 43 | Not recorded | 68fa6c601e209131cea33af7 | ### LFS F Score: 70.5. Result ID: 698f0df63a6c314849f54a5b. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Conventional","Input Modality":"Light field"}. This record does not assert independent reproduction. ### PoolNet F Score: 68.3. Result ID: 698f0df63a6c314849f54a53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NoiseLF F Score: 65.2. Result ID: 698f0df63a6c314849f54a5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Single noisy label","Input Modality":"Light field"}. This record does not assert independent reproduction. ### UCNet F Score: 64.5. Result ID: 698f0df63a6c314849f54a57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB-D"}. This record does not assert independent reproduction. ### NLDF F Score: 63.6. Result ID: 698f0df63a6c314849f54a56. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### SNL F Score: 63.3. Result ID: 698f0df63a6c314849f54a5e. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Single noisy label","Input Modality":"RGB"}. This record does not assert independent reproduction. ### DUSPS F Score: 62.7. Result ID: 698f0df63a6c314849f54a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### R3Net F Score: 62.5. Result ID: 698f0df63a6c314849f54a55. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### Mo-LF F Score: 61.9. Result ID: 698f0df63a6c314849f54a59. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### PiCANet F Score: 61.8. Result ID: 698f0df63a6c314849f54a54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### DLLF F Score: 60.5. Result ID: 698f0df63a6c314849f54a58. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### MNL F Score: 60.1. Result ID: 698f0df63a6c314849f54a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### RBD F Score: 43. Result ID: 698f0df63a6c314849f54a5a. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Conventional","Input Modality":"RGB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.