# Salient Object Detection on DUTLF S.Aperture Source: [Salient Object Detection on DUTLF S.Aperture]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:05:54.744Z Evaluation of Salient Object Detection performance on the DUTLF S.Aperture dataset, measured using metrics such as MAE, E-measure, S-measure, F-measure, and Average Rank (Avg.R). 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) | DUTLF S.Aperture | | Metric | MAE | | Unit | SCALAR | | Direction | Lower 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 - [MAE](): Lower is better; unit: SCALAR. - [E-measure](): Higher is better; unit: PERCENT. - [S-measure](): Higher is better; unit: PERCENT. - [F-measure](): Higher is better; unit: PERCENT. - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | LFX5 | 0.029 | Not recorded | 68fa77371e209131cea71ad4 | | CDINet5 | 0.033 | Not recorded | 68fa77371e209131cea71ad4 | | OBGNet5 | 0.037 | Not recorded | 68fa77371e209131cea71ad4 | | MTCNet5 | 0.039 | Not recorded | 68fa77371e209131cea71ad4 | | ESCNet5 | 0.042 | Not recorded | 68fa77371e209131cea71ad4 | | MDSAM | 0.044 | Not recorded | 68fa77371e209131cea71ad4 | | DLGLRG5 | 0.046 | Not recorded | 68fa77371e209131cea71ad4 | | LeNo | 0.047 | Not recorded | 68fa77371e209131cea71ad4 | | MoLF5 | 0.047 | Not recorded | 68fa77371e209131cea71ad4 | | BBRF | 0.051 | Not recorded | 68fa77371e209131cea71ad4 | | CTSOD | 0.057 | Not recorded | 68fa77371e209131cea71ad4 | | LFDCN5 | 0.058 | Not recorded | 68fa77371e209131cea71ad4 | | DLFS5 | 0.076 | Not recorded | 68fa77371e209131cea71ad4 | ### LFX5 MAE: 0.029. Result ID: 6a0fff31fbc373592c086a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### CDINet5 MAE: 0.033. Result ID: 6a0fff31fbc373592c086a72. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### OBGNet5 MAE: 0.037. Result ID: 6a0fff31fbc373592c086a6c. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### MTCNet5 MAE: 0.039. Result ID: 6a0fff31fbc373592c086a6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### ESCNet5 MAE: 0.042. Result ID: 6a0fff31fbc373592c086a6b. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### MDSAM MAE: 0.044. Result ID: 6a0fff31fbc373592c086a6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"2D Methods","Number of input images":"1"}. This record does not assert independent reproduction. ### DLGLRG5 MAE: 0.046. Result ID: 6a0fff31fbc373592c086a6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### LeNo MAE: 0.047. Result ID: 6a0fff31fbc373592c086a68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"2D Methods","Number of input images":"1"}. This record does not assert independent reproduction. ### MoLF5 MAE: 0.047. Result ID: 6a0fff31fbc373592c086a70. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### BBRF MAE: 0.051. Result ID: 6a0fff31fbc373592c086a67. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"2D Methods","Number of input images":"1"}. This record does not assert independent reproduction. ### CTSOD MAE: 0.057. Result ID: 6a0fff31fbc373592c086a69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"2D Methods","Number of input images":"1"}. This record does not assert independent reproduction. ### LFDCN5 MAE: 0.058. Result ID: 6a0fff31fbc373592c086a6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. ### DLFS5 MAE: 0.076. Result ID: 6a0fff31fbc373592c086a71. [Reporting paper]() Recorded evaluation configuration: {"Input Representation":"S.Aperture Images","Number of input images":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.