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Salient Object Detection research benchmarks – Page 4 · SOTA2 Research

Salient Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

70.2Fm

18

Feb 26, 2026

77.46F-beta Score

18

Feb 26, 2026

73.65F-beta

18

Feb 26, 2026

0.848F-measure (Fm)

17

Feb 26, 2026

0.915F-beta

17

Feb 26, 2026

STEREO797 (test)

0.915F-beta

17

Feb 26, 2026

STEREO 67 (test)

0.028Mean Error (M)

16

Mar 24, 2026

0.032Mean Error (M)

16

Mar 24, 2026

DUT-RGBD 55 (test)

0.079M Score

16

Mar 24, 2026

2.7M Score

16

Mar 24, 2026

2.3M (Mean Error)

16

Mar 24, 2026

93.7E-Measure

16

Feb 26, 2026

0.035Mean Error (M)

15

Mar 24, 2026

SIP 929 pairs (test)

88.5S-alpha

15

Feb 26, 2026

DUTLF-D 1,200 pairs (test)

0.932S-measure (S_alpha)

15

Feb 26, 2026

NLPR 1,000 pairs (test)

0.93S-alpha

15

Feb 26, 2026

DUT-OMRON 5,168 images (test)

0.051MAE

15

Feb 26, 2026

HRSOD 400 (test)

0.963Fw-beta Score

15

Feb 26, 2026

EORSSD, ORSSD, and ORSI-4199 (test)

100Speed (FPS)

14

Mar 16, 2026

DUTLF S.Aperture

0.029MAE

13

May 22, 2026

85.4Sm

13

Feb 26, 2026

THUR15K 6,232 images (test)

0.064MAE

13

Feb 26, 2026

87.2F_beta Score

13

Feb 26, 2026

86.5maxF

13

Feb 26, 2026

DUT-OMRON 40 (test)

0.803Max F-Measure

13

Feb 26, 2026

Page 4 of 7

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