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ResearchFormerly WizWand

Salient Object Detection on HKU-IS 4,447 images (test)

0.017MAESALT-DINOv3
0.012520.042760.0730.10324Nov 26, 2019Dec 31, 2020Feb 6, 2022Mar 15, 2023Apr 19, 2024May 26, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SALT-DINOv3Size=672, TR=[1,2,3]2026.070.017——97.4———94.896
FOCUS2025.010.018——97.4———93.5—
BED-SAM2Size=512, TR=12026.050.018——97.1———94.795.7
BED-SAM2Size=1024, TR=12026.050.018——97———94.595.7
SALT-DINOv3Size=504, TR=[1,2,3]2026.070.018——97.3———94.795.9
SAM2-UNetSize=352, TR=12026.050.019——97.1———94.1—
BED-SAM2Size=512, TR=[1,2]2026.050.019——97———94.695.7
BED-SAM2Size=512, TR=[1,2,3]2026.050.019——96.9———94.495.6
BED-SAM2Size=1024, TR=[1,2]2026.050.019——97———94.395.5
BED-SAM2Size=1024, TR=[1,3]2026.050.019——96.9———94.395.6
BED-SAM2Size=1024, TR=[1,2,3]2026.050.019——96.8———94.295.4
SAM2-UNet26Size=352, TR=12026.070.019——97.1———94.1—
SALT-DINOv3Size=336, TR=[1,2,3]2026.070.019——97———94.695.7
BBRFyear=20212025.010.02——96.5———93.5—
BED-SAM2Size=352, TR=12026.050.02——96.8———94.695.4
BED-SAM2Size=352, TR=[1,3]2026.050.02——96.7———94.695.5
BED-SAM2Size=352, TR=[1,2,3]2026.050.02——96.7———94.595.6
BED-SAM2Size=512, TR=[1,3]2026.050.02——96.8———94.795.6
SAM3-UNet25Size=336, TR=12026.070.02——————93.9—
BED-SAM2Size=352, TR=[1,2]2026.050.021——96.6———94.495.4
ICON-SSize=352, TR=12026.050.022——96.8———93.592.5
ICON-S22Size=352, TR=12026.070.022——96.8———93.592.5
EVPversion=v2, year=20232025.010.023——96.3———93.2—
MENetyear=20232025.010.023——96.6———92.7—
SelfReformeryear=20232025.010.023——96.1———93.4—
MENetSize=352, TR=12026.050.023——96.6———92.794.8
MENet23Size=352, TR=12026.070.023——96.6———92.794.8
EVPversion=v1, year=20232025.010.024——96.1———93.1—
BED-SAM2Size=512, TR=[2,3]2026.050.024——96———93.694.8
BED-SAM2Size=352, TR=[2,3]2026.050.026——95.5———93.494.5
EDNSize=384, TR=12026.050.027——————9490.8
BED-SAM2Size=1024, TR=[2,3]2026.050.027——95.4———92.493.9
F3Net2019.110.0289191.795.3—————
VSTyear=20212025.010.029——95.3———92.8—
U2-NetBackbone=RSU, Size(MB)=176.32020.050.031—91.6—93.58981.2——
U2NetSize=320, TR=12026.050.031——————91.693.5
PoolNet2019.110.03289.991.694.9—————
BASNet2019.110.03289.590.994.6—————
BASNetBackbone=ResNet-34, Size(MB)=348.52020.050.032—90.9—92.888.980.7——
PoolNetBackbone=ResNet-50, Size(MB)=273.32020.050.033—91.7—93.288.181.1——
CPD-R2019.110.03489.190.594.4—————
CPDBackbone=ResNet-50, Size(MB)=183.02020.050.034—90.5—92.587.579.5——
AFNet2019.110.03688.890.594.2—————
AFNetBackbone=VGG-16, Size(MB)=143.02020.050.036—90.5—92.386.977.2——
R3Net+Backbone=ResNeXt, Size(MB)=215.02020.050.036—89.5—91.587.774——
DGRL2019.110.03788.189.694.1—————
PAGE2019.110.03788.290.394—————
DGRLBackbone=ResNet-50, Size(MB)=646.12020.050.037—89.7—91.386.574.4——
U2-Net†Backbone=RSU, Size(MB)=4.72020.050.037—90.8—92.886.779.4——
TDBU2019.110.03887.890.794.2—————
BMPM2019.110.03987.590.693.7—————
BMPMBackbone=VGG-162020.050.039—90.7—92.185.977.3——
MLMSBackbone=VGG-16, Size(MB)=263.02020.050.039—90.7—92.185.977.3——
DSS+Backbone=VGG-16, Size(MB)=237.02020.050.04—87.8—91.686.770.6——
PiCANetBackbone=VGG-16, Size(MB)=153.32020.050.042—90.6—92.184.778.4——
PICA-R2019.110.0438790.493.6—————
PiCANetRBackbone=ResNet-50, Size(MB)=197.22020.050.043—90.4—91.88476.5——
RAS2019.110.04587.488.893.1—————
RASBackbone=VGG-16, Size(MB)=81.02020.050.045—88.7—91.384.374.8——
SRMBackbone=ResNet-50, Size(MB)=189.02020.050.046—88.7—90.683.568——
R3Net2019.110.04785.389.492.1—————
NLDF+Backbone=VGG-16, Size(MB)=428.02020.050.048—87.9—90.283.869.4——
PAGRNBackbone=VGG-192020.050.048—88.7—91.88276.2——
C2SNet2019.110.05183.987.391.9—————
AmuletBackbone=VGG-16, Size(MB)=132.62020.050.051—88.6—89.781.771.6——
UCFBackbone=VGG-16, Size(MB)=117.92020.050.062—87.5—88.877.967.9——
CapSalBackbone=ResNet-1012020.050.062—85—88.278.265.4——
MSWSBackbone=Dense-169, Size(MB)=48.62020.050.084—81.8—85.668.543.8——
MDFBackbone=AlexNet, Size(MB)=112.12020.050.129—81—8656.459.4——
VSCodeSize=352, TR=12026.05———97.4———9495.1