# Saliency Detection on LFSD (F and M metrics) Source: [Saliency Detection on LFSD (F and M metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:39.708Z Evaluation of Saliency Detection performance on the LFSD dataset, reporting F-measure (F) and Mean Absolute Error (M). 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) | LFSD | | Metric | F-Measure | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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-Measure](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | F-Measure | Result date | Report paper | | --- | --- | --- | --- | | UCNet | 83.5 | Not recorded | 68fa6c601e209131cea33af7 | | DLLF | 81.9 | Not recorded | 68fa6c601e209131cea33af7 | | TANet | 80.4 | Not recorded | 68fa6c601e209131cea33af7 | | SNL | 80.4 | Not recorded | 68fa6c601e209131cea33af7 | | NoiseLF | 80.4 | Not recorded | 68fa6c601e209131cea33af7 | | PCA | 80.1 | Not recorded | 68fa6c601e209131cea33af7 | | MMCI | 79.6 | Not recorded | 68fa6c601e209131cea33af7 | | SBF | 79.5 | Not recorded | 68fa6c601e209131cea33af7 | | R3Net | 78.1 | Not recorded | 68fa6c601e209131cea33af7 | | PoolNet | 76.9 | Not recorded | 68fa6c601e209131cea33af7 | | NLDF | 74.8 | Not recorded | 68fa6c601e209131cea33af7 | | RBD | 71.5 | Not recorded | 68fa6c601e209131cea33af7 | | DUSPS | 71.4 | Not recorded | 68fa6c601e209131cea33af7 | | Mo-LF | 71.1 | Not recorded | 68fa6c601e209131cea33af7 | | PiCANet | 67.1 | Not recorded | 68fa6c601e209131cea33af7 | ### UCNet F-Measure: 83.5. Result ID: 698f0df63a6c314849f54a67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB-D"}. This record does not assert independent reproduction. ### DLLF F-Measure: 81.9. Result ID: 698f0df63a6c314849f54a68. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### TANet F-Measure: 80.4. Result ID: 698f0df63a6c314849f54a64. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### SNL F-Measure: 80.4. Result ID: 698f0df63a6c314849f54a6d. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Single noisy label","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NoiseLF F-Measure: 80.4. Result ID: 698f0df63a6c314849f54a6e. [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. ### PCA F-Measure: 80.1. Result ID: 698f0df63a6c314849f54a65. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### MMCI F-Measure: 79.6. Result ID: 698f0df63a6c314849f54a66. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### SBF F-Measure: 79.5. Result ID: 698f0df63a6c314849f54a6b. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### R3Net F-Measure: 78.1. Result ID: 698f0df63a6c314849f54a62. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### PoolNet F-Measure: 76.9. Result ID: 698f0df63a6c314849f54a60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NLDF F-Measure: 74.8. Result ID: 698f0df63a6c314849f54a63. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### RBD F-Measure: 71.5. Result ID: 698f0df63a6c314849f54a6a. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Conventional","Input Modality":"RGB"}. This record does not assert independent reproduction. ### DUSPS F-Measure: 71.4. Result ID: 698f0df63a6c314849f54a6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### Mo-LF F-Measure: 71.1. Result ID: 698f0df63a6c314849f54a69. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### PiCANet F-Measure: 67.1. Result ID: 698f0df63a6c314849f54a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.