Salient Object Detection on DUTS 5019 (test)
0.016Mean Absolute Error (MAE)SALT-DINOv3
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SALT-DINOv3Size=504, TR=[1,2,3]2026.07 | 0.016 | 95.1 | — | 94.9 | — | 97.1 | |
| SALT-DINOv3Size=336, TR=[1,2,3]2026.07 | 0.017 | 94.8 | — | 94.7 | — | 96.9 | |
| SALT-DINOv3Size=672, TR=[1,2,3]2026.07 | 0.017 | 95 | — | 94.8 | — | 97 | |
| BiRefNet24Size=1024, TR=[1,2,3]2026.07 | 0.018 | 94.3 | — | 94.4 | — | 96.2 | |
| FOCUS2025.01 | 0.019 | — | — | 92.9 | — | 96.5 | |
| SAM3-UNet25Size=336, TR=12026.07 | 0.019 | — | — | 93.6 | — | — | |
| SAM2-UNet26Size=352, TR=12026.07 | 0.02 | — | — | 93.4 | — | 95.9 | |
| SelfReformeryear=20232025.01 | 0.024 | — | — | 92.1 | — | 92.4 | |
| BBRFyear=20212025.01 | 0.025 | — | — | 90.8 | — | 92.7 | |
| ICON-S22Size=352, TR=12026.07 | 0.025 | 88.6 | — | 91.7 | — | 95.4 | |
| EVPversion=v1, year=20232025.01 | 0.026 | — | — | 91.3 | — | 94.7 | |
| EVPversion=v2, year=20232025.01 | 0.027 | — | — | 91.5 | — | 94.8 | |
| MENetyear=20232025.01 | 0.028 | — | — | 90.5 | — | 93.7 | |
| MENet23Size=352, TR=12026.07 | 0.028 | 91.2 | — | 90.5 | — | 93.7 | |
| VSTyear=20212025.01 | 0.037 | — | — | 89.6 | — | 89.2 | |
| PoolNetBackbone=ResNet-50, Size(MB)=273.32020.05 | 0.04 | 88 | 80.7 | 87.1 | 76.5 | — | |
| CPDBackbone=ResNet-50, Size(MB)=183.02020.05 | 0.043 | 86.5 | 79.5 | 85.8 | 74.1 | — | |
| U2-NetBackbone=RSU, Size(MB)=176.32020.05 | 0.044 | 87.3 | 80.4 | 86.1 | 76.5 | — | |
| AFNetBackbone=VGG-16, Size(MB)=143.02020.05 | 0.046 | 86.2 | 78.5 | 85.5 | 71.4 | — | |
| BASNetBackbone=ResNet-34, Size(MB)=348.52020.05 | 0.047 | 86 | 80.3 | 85.3 | 75.8 | — | |
| BMPMBackbone=VGG-162020.05 | 0.048 | 85.2 | 76.1 | 85.1 | 69.9 | — | |
| MLMSBackbone=VGG-16, Size(MB)=263.02020.05 | 0.048 | 85.2 | 76.1 | 85.1 | 69.9 | — | |
| PiCANetRBackbone=ResNet-50, Size(MB)=197.22020.05 | 0.05 | 86 | 75.5 | 85.9 | 69.6 | — | |
| DGRLBackbone=ResNet-50, Size(MB)=646.12020.05 | 0.051 | 83.4 | 76 | 83.6 | 65.6 | — | |
| PiCANetBackbone=VGG-16, Size(MB)=153.32020.05 | 0.054 | 85.1 | 74.7 | 85.1 | 70.4 | — | |
| U2-Net†Backbone=RSU, Size(MB)=4.72020.05 | 0.054 | 85.2 | 76.3 | 84.7 | 72.3 | — | |
| PAGRNBackbone=VGG-192020.05 | 0.055 | 85.4 | 72.4 | 82.5 | 69.2 | — | |
| DSS+Backbone=VGG-16, Size(MB)=237.02020.05 | 0.056 | 82.5 | 75.5 | 81.2 | 60.6 | — | |
| R3Net+Backbone=ResNeXt, Size(MB)=215.02020.05 | 0.058 | 82.8 | 76.3 | 81.7 | 60.1 | — | |
| SRMBackbone=ResNet-50, Size(MB)=189.02020.05 | 0.058 | 82.6 | 72.2 | 82.4 | 59.2 | — | |
| RASBackbone=VGG-16, Size(MB)=81.02020.05 | 0.059 | 83.1 | 74 | 82.8 | 65.6 | — | |
| NLDF+Backbone=VGG-16, Size(MB)=428.02020.05 | 0.065 | 81.3 | 71 | 80.5 | 59.1 | — | |
| CapSalBackbone=ResNet-1012020.05 | 0.072 | 82.3 | 69.1 | 80.8 | 60.5 | — | |
| AmuletBackbone=VGG-16, Size(MB)=132.62020.05 | 0.084 | 77.8 | 65.8 | 79.6 | 56.8 | — | |
| MDFBackbone=AlexNet, Size(MB)=112.12020.05 | 0.099 | 72.9 | 54.3 | 72.3 | 44.7 | — | |
| UCFBackbone=VGG-16, Size(MB)=117.92020.05 | 0.112 | 77.3 | 59.6 | 77.7 | 51.8 | — | |
| MSWSBackbone=Dense-169, Size(MB)=48.62020.05 | 0.908 | 76.7 | 58.6 | 74.9 | 37.6 | — |