Salient Object Detection on ECSSD 1000
0.015MAESALT-DINOv3
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SALT-DINOv3Size=504, TR=[1,2,3]2026.07 | 0.015 | — | 0.972 | 0.96 | — | 0.976 | |
| SALT-DINOv3Size=672, TR=[1,2,3]2026.07 | 0.015 | — | 0.973 | 0.96 | — | 0.976 | |
| SALT-DINOv3Size=336, TR=[1,2,3]2026.07 | 0.017 | — | 0.97 | 0.958 | — | 0.973 | |
| SAM3-UNet25Size=336, TR=12026.07 | 0.019 | — | — | 0.95 | — | — | |
| SAM2-UNet26Size=352, TR=12026.07 | 0.02 | — | — | 0.95 | — | 0.97 | |
| ICON-S22Size=352, TR=12026.07 | 0.023 | — | 0.936 | 0.941 | — | 0.966 | |
| MENet23Size=352, TR=12026.07 | 0.031 | — | 0.955 | 0.928 | — | 0.954 | |
| U2-NetBackbone=RSU, Size(MB)=176.32020.05 | 0.033 | 0.951 | 0.91 | 0.928 | 0.836 | — | |
| CPDBackbone=ResNet-50, Size(MB)=183.02020.05 | 0.037 | 0.939 | 0.898 | 0.918 | 0.811 | — | |
| BASNetBackbone=ResNet-34, Size(MB)=348.52020.05 | 0.037 | 0.942 | 0.904 | 0.916 | 0.826 | — | |
| PoolNetBackbone=ResNet-50, Size(MB)=273.32020.05 | 0.039 | 0.944 | 0.896 | 0.921 | 0.813 | — | |
| R3Net+Backbone=ResNeXt, Size(MB)=215.02020.05 | 0.04 | 0.934 | 0.902 | 0.91 | 0.759 | — | |
| U2-Net†Backbone=RSU, Size(MB)=4.72020.05 | 0.041 | 0.943 | 0.885 | 0.918 | 0.808 | — | |
| AFNetBackbone=VGG-16, Size(MB)=143.02020.05 | 0.042 | 0.935 | 0.887 | 0.914 | 0.776 | — | |
| DGRLBackbone=ResNet-50, Size(MB)=646.12020.05 | 0.042 | 0.925 | 0.883 | 0.906 | 0.753 | — | |
| BMPMBackbone=VGG-162020.05 | 0.045 | 0.928 | 0.871 | 0.911 | 0.77 | — | |
| MLMSBackbone=VGG-16, Size(MB)=263.02020.05 | 0.045 | 0.928 | 0.871 | 0.911 | 0.77 | — | |
| PiCANetBackbone=VGG-16, Size(MB)=153.32020.05 | 0.046 | 0.931 | 0.865 | 0.914 | 0.784 | — | |
| PiCANetRBackbone=ResNet-50, Size(MB)=197.22020.05 | 0.046 | 0.935 | 0.867 | 0.917 | 0.775 | — | |
| DSS+Backbone=VGG-16, Size(MB)=237.02020.05 | 0.052 | 0.921 | 0.872 | 0.882 | 0.696 | — | |
| SRMBackbone=ResNet-50, Size(MB)=189.02020.05 | 0.054 | 0.917 | 0.853 | 0.895 | 0.672 | — | |
| RASBackbone=VGG-16, Size(MB)=81.02020.05 | 0.056 | 0.921 | 0.857 | 0.893 | 0.741 | — | |
| AmuletBackbone=VGG-16, Size(MB)=132.62020.05 | 0.059 | 0.915 | 0.84 | 0.894 | 0.711 | — | |
| PAGRNBackbone=VGG-192020.05 | 0.061 | 0.927 | 0.834 | 0.889 | 0.747 | — | |
| NLDF+Backbone=VGG-16, Size(MB)=428.02020.05 | 0.063 | 0.905 | 0.839 | 0.897 | 0.666 | — | |
| UCFBackbone=VGG-16, Size(MB)=117.92020.05 | 0.069 | 0.903 | 0.806 | 0.884 | 0.669 | — | |
| CapSalBackbone=ResNet-1012020.05 | 0.077 | 0.874 | 0.771 | 0.826 | 0.574 | — | |
| MSWSBackbone=Dense-169, Size(MB)=48.62020.05 | 0.096 | 0.878 | 0.716 | 0.828 | 0.411 | — | |
| MDFBackbone=AlexNet, Size(MB)=112.12020.05 | 0.105 | 0.832 | 0.705 | 0.776 | 0.472 | — |