# Saliency Detection on DUT-LF Source: [Saliency Detection on DUT-LF]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:42.199Z Evaluation of Saliency Detection performance on the DUT-LF 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) | DUT-LF | | Metric | F-measure | | 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-measure](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | F-measure | Result date | Report paper | | --- | --- | --- | --- | | PoolNet | 86.8 | Not recorded | 68fa6c601e209131cea33af7 | | DLLF | 86.8 | Not recorded | 68fa6c601e209131cea33af7 | | Mo-LF | 84.3 | Not recorded | 68fa6c601e209131cea33af7 | | UCNet | 83.9 | Not recorded | 68fa6c601e209131cea33af7 | | PiCANet | 82.1 | Not recorded | 68fa6c601e209131cea33af7 | | NoiseLF | 81.3 | Not recorded | 68fa6c601e209131cea33af7 | | R3Net | 78.3 | Not recorded | 68fa6c601e209131cea33af7 | | NLDF | 77.8 | Not recorded | 68fa6c601e209131cea33af7 | | TANet | 77.1 | Not recorded | 68fa6c601e209131cea33af7 | | PCA | 76.2 | Not recorded | 68fa6c601e209131cea33af7 | | MMCI | 75 | Not recorded | 68fa6c601e209131cea33af7 | | DUSPS | 73.6 | Not recorded | 68fa6c601e209131cea33af7 | | MNL | 71.6 | Not recorded | 68fa6c601e209131cea33af7 | | NAED | 70.1 | Not recorded | 68fa6c601e209131cea33af7 | | SNL | 67.9 | Not recorded | 68fa6c601e209131cea33af7 | | RBD | 63.1 | Not recorded | 68fa6c601e209131cea33af7 | | SBF | 58.3 | Not recorded | 68fa6c601e209131cea33af7 | | LFS | 48.4 | Not recorded | 68fa6c601e209131cea33af7 | ### PoolNet F-measure: 86.8. Result ID: 698f0df63a6c314849f54a41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### DLLF F-measure: 86.8. Result ID: 698f0df63a6c314849f54a49. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### Mo-LF F-measure: 84.3. Result ID: 698f0df63a6c314849f54a4a. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"Light field"}. This record does not assert independent reproduction. ### UCNet F-measure: 83.9. Result ID: 698f0df63a6c314849f54a48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB-D"}. This record does not assert independent reproduction. ### PiCANet F-measure: 82.1. Result ID: 698f0df63a6c314849f54a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NoiseLF F-measure: 81.3. Result ID: 698f0df63a6c314849f54a52. [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. ### R3Net F-measure: 78.3. Result ID: 698f0df63a6c314849f54a43. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NLDF F-measure: 77.8. Result ID: 698f0df63a6c314849f54a44. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### TANet F-measure: 77.1. Result ID: 698f0df63a6c314849f54a45. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### PCA F-measure: 76.2. Result ID: 698f0df63a6c314849f54a46. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### MMCI F-measure: 75. Result ID: 698f0df63a6c314849f54a47. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Fully supervised","Input Modality":"RGB"}. This record does not assert independent reproduction. ### DUSPS F-measure: 73.6. Result ID: 698f0df63a6c314849f54a4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### MNL F-measure: 71.6. Result ID: 698f0df63a6c314849f54a4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### NAED F-measure: 70.1. Result ID: 698f0df63a6c314849f54a50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### SNL F-measure: 67.9. Result ID: 698f0df63a6c314849f54a51. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Single noisy label","Input Modality":"RGB"}. This record does not assert independent reproduction. ### RBD F-measure: 63.1. Result ID: 698f0df63a6c314849f54a4b. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Conventional","Input Modality":"RGB"}. This record does not assert independent reproduction. ### SBF F-measure: 58.3. Result ID: 698f0df63a6c314849f54a4d. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Multi noisy labels","Input Modality":"RGB"}. This record does not assert independent reproduction. ### LFS F-measure: 48.4. Result ID: 698f0df63a6c314849f54a4c. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Conventional","Input Modality":"Light field"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.