Salient Object Detection on PASCAL-S 850
0.038MAESAM3-UNet25
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SAM3-UNet25Size=336, TR=12026.07 | 0.038 | — | — | 0.904 | — | — | — | |
| SALT-DINOv3Size=672, TR=[1,2,3]2026.07 | 0.039 | — | — | 0.905 | — | 0.906 | 0.941 | |
| SALT-DINOv3Size=336, TR=[1,2,3]2026.07 | 0.04 | — | — | 0.906 | — | 0.905 | 0.939 | |
| SALT-DINOv3Size=504, TR=[1,2,3]2026.07 | 0.04 | — | — | 0.905 | — | 0.905 | 0.939 | |
| SAM2-UNet26Size=352, TR=12026.07 | 0.043 | — | — | 0.894 | — | — | 0.931 | |
| ICON-S22Size=352, TR=12026.07 | 0.048 | — | — | 0.885 | — | 0.854 | 0.924 | |
| MENet23Size=352, TR=12026.07 | 0.054 | — | — | 0.872 | — | 0.89 | 0.913 | |
| AFNetBackbone=VGG-16, Size(MB)=143.02020.05 | 0.07 | 0.863 | 0.798 | 0.849 | 0.626 | — | — | |
| CPDBackbone=ResNet-50, Size(MB)=183.02020.05 | 0.071 | 0.861 | 0.8 | 0.848 | 0.639 | — | — | |
| CapSalBackbone=ResNet-1012020.05 | 0.073 | 0.861 | 0.786 | 0.837 | 0.527 | — | — | |
| BMPMBackbone=VGG-162020.05 | 0.074 | 0.85 | 0.779 | 0.845 | 0.617 | — | — | |
| MLMSBackbone=VGG-16, Size(MB)=263.02020.05 | 0.074 | 0.855 | 0.779 | 0.844 | 0.62 | — | — | |
| DGRLBackbone=ResNet-50, Size(MB)=646.12020.05 | 0.074 | 0.848 | 0.787 | 0.839 | 0.569 | — | — | |
| U2-NetBackbone=RSU, Size(MB)=176.32020.05 | 0.074 | 0.859 | 0.797 | 0.844 | 0.657 | — | — | |
| PoolNetBackbone=ResNet-50, Size(MB)=273.32020.05 | 0.075 | 0.865 | 0.798 | 0.832 | 0.644 | — | — | |
| PiCANetRBackbone=ResNet-50, Size(MB)=197.22020.05 | 0.076 | 0.857 | 0.777 | 0.854 | 0.598 | — | — | |
| BASNetBackbone=ResNet-34, Size(MB)=348.52020.05 | 0.076 | 0.856 | 0.798 | 0.838 | 0.66 | — | — | |
| PiCANetBackbone=VGG-16, Size(MB)=153.32020.05 | 0.078 | 0.856 | 0.772 | 0.848 | 0.612 | — | — | |
| SRMBackbone=ResNet-50, Size(MB)=189.02020.05 | 0.084 | 0.838 | 0.758 | 0.834 | 0.509 | — | — | |
| U2-Net†Backbone=RSU, Size(MB)=4.72020.05 | 0.086 | 0.849 | 0.768 | 0.831 | 0.627 | — | — | |
| PAGRNBackbone=VGG-192020.05 | 0.09 | 0.847 | 0.738 | 0.822 | 0.594 | — | — | |
| R3Net+Backbone=ResNeXt, Size(MB)=215.02020.05 | 0.092 | 0.834 | 0.761 | 0.807 | 0.538 | — | — | |
| DSS+Backbone=VGG-16, Size(MB)=237.02020.05 | 0.093 | 0.831 | 0.759 | 0.798 | 0.499 | — | — | |
| NLDF+Backbone=VGG-16, Size(MB)=428.02020.05 | 0.098 | 0.822 | 0.737 | 0.798 | 0.495 | — | — | |
| AmuletBackbone=VGG-16, Size(MB)=132.62020.05 | 0.1 | 0.828 | 0.734 | 0.818 | 0.541 | — | — | |
| RASBackbone=VGG-16, Size(MB)=81.02020.05 | 0.101 | 0.829 | 0.736 | 0.799 | 0.56 | — | — | |
| UCFBackbone=VGG-16, Size(MB)=117.92020.05 | 0.115 | 0.814 | 0.694 | 0.805 | 0.493 | — | — | |
| MSWSBackbone=Dense-169, Size(MB)=48.62020.05 | 0.133 | 0.786 | 0.614 | 0.768 | 0.289 | — | — | |
| MDFBackbone=AlexNet, Size(MB)=112.12020.05 | 0.142 | 0.759 | 0.589 | 0.696 | 0.343 | — | — |