Salient Object Detection on HKU-IS 4,447 images (test)
0.017MAESALT-DINOv3
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SALT-DINOv3Size=672, TR=[1,2,3]2026.07 | 0.017 | — | — | 97.4 | — | — | — | 94.8 | 96 | |
| FOCUS2025.01 | 0.018 | — | — | 97.4 | — | — | — | 93.5 | — | |
| BED-SAM2Size=512, TR=12026.05 | 0.018 | — | — | 97.1 | — | — | — | 94.7 | 95.7 | |
| BED-SAM2Size=1024, TR=12026.05 | 0.018 | — | — | 97 | — | — | — | 94.5 | 95.7 | |
| SALT-DINOv3Size=504, TR=[1,2,3]2026.07 | 0.018 | — | — | 97.3 | — | — | — | 94.7 | 95.9 | |
| SAM2-UNetSize=352, TR=12026.05 | 0.019 | — | — | 97.1 | — | — | — | 94.1 | — | |
| BED-SAM2Size=512, TR=[1,2]2026.05 | 0.019 | — | — | 97 | — | — | — | 94.6 | 95.7 | |
| BED-SAM2Size=512, TR=[1,2,3]2026.05 | 0.019 | — | — | 96.9 | — | — | — | 94.4 | 95.6 | |
| BED-SAM2Size=1024, TR=[1,2]2026.05 | 0.019 | — | — | 97 | — | — | — | 94.3 | 95.5 | |
| BED-SAM2Size=1024, TR=[1,3]2026.05 | 0.019 | — | — | 96.9 | — | — | — | 94.3 | 95.6 | |
| BED-SAM2Size=1024, TR=[1,2,3]2026.05 | 0.019 | — | — | 96.8 | — | — | — | 94.2 | 95.4 | |
| SAM2-UNet26Size=352, TR=12026.07 | 0.019 | — | — | 97.1 | — | — | — | 94.1 | — | |
| SALT-DINOv3Size=336, TR=[1,2,3]2026.07 | 0.019 | — | — | 97 | — | — | — | 94.6 | 95.7 | |
| BBRFyear=20212025.01 | 0.02 | — | — | 96.5 | — | — | — | 93.5 | — | |
| BED-SAM2Size=352, TR=12026.05 | 0.02 | — | — | 96.8 | — | — | — | 94.6 | 95.4 | |
| BED-SAM2Size=352, TR=[1,3]2026.05 | 0.02 | — | — | 96.7 | — | — | — | 94.6 | 95.5 | |
| BED-SAM2Size=352, TR=[1,2,3]2026.05 | 0.02 | — | — | 96.7 | — | — | — | 94.5 | 95.6 | |
| BED-SAM2Size=512, TR=[1,3]2026.05 | 0.02 | — | — | 96.8 | — | — | — | 94.7 | 95.6 | |
| SAM3-UNet25Size=336, TR=12026.07 | 0.02 | — | — | — | — | — | — | 93.9 | — | |
| BED-SAM2Size=352, TR=[1,2]2026.05 | 0.021 | — | — | 96.6 | — | — | — | 94.4 | 95.4 | |
| ICON-SSize=352, TR=12026.05 | 0.022 | — | — | 96.8 | — | — | — | 93.5 | 92.5 | |
| ICON-S22Size=352, TR=12026.07 | 0.022 | — | — | 96.8 | — | — | — | 93.5 | 92.5 | |
| EVPversion=v2, year=20232025.01 | 0.023 | — | — | 96.3 | — | — | — | 93.2 | — | |
| MENetyear=20232025.01 | 0.023 | — | — | 96.6 | — | — | — | 92.7 | — | |
| SelfReformeryear=20232025.01 | 0.023 | — | — | 96.1 | — | — | — | 93.4 | — | |
| MENetSize=352, TR=12026.05 | 0.023 | — | — | 96.6 | — | — | — | 92.7 | 94.8 | |
| MENet23Size=352, TR=12026.07 | 0.023 | — | — | 96.6 | — | — | — | 92.7 | 94.8 | |
| EVPversion=v1, year=20232025.01 | 0.024 | — | — | 96.1 | — | — | — | 93.1 | — | |
| BED-SAM2Size=512, TR=[2,3]2026.05 | 0.024 | — | — | 96 | — | — | — | 93.6 | 94.8 | |
| BED-SAM2Size=352, TR=[2,3]2026.05 | 0.026 | — | — | 95.5 | — | — | — | 93.4 | 94.5 | |
| EDNSize=384, TR=12026.05 | 0.027 | — | — | — | — | — | — | 94 | 90.8 | |
| BED-SAM2Size=1024, TR=[2,3]2026.05 | 0.027 | — | — | 95.4 | — | — | — | 92.4 | 93.9 | |
| F3Net2019.11 | 0.028 | 91 | 91.7 | 95.3 | — | — | — | — | — | |
| VSTyear=20212025.01 | 0.029 | — | — | 95.3 | — | — | — | 92.8 | — | |
| U2-NetBackbone=RSU, Size(MB)=176.32020.05 | 0.031 | — | 91.6 | — | 93.5 | 89 | 81.2 | — | — | |
| U2NetSize=320, TR=12026.05 | 0.031 | — | — | — | — | — | — | 91.6 | 93.5 | |
| PoolNet2019.11 | 0.032 | 89.9 | 91.6 | 94.9 | — | — | — | — | — | |
| BASNet2019.11 | 0.032 | 89.5 | 90.9 | 94.6 | — | — | — | — | — | |
| BASNetBackbone=ResNet-34, Size(MB)=348.52020.05 | 0.032 | — | 90.9 | — | 92.8 | 88.9 | 80.7 | — | — | |
| PoolNetBackbone=ResNet-50, Size(MB)=273.32020.05 | 0.033 | — | 91.7 | — | 93.2 | 88.1 | 81.1 | — | — | |
| CPD-R2019.11 | 0.034 | 89.1 | 90.5 | 94.4 | — | — | — | — | — | |
| CPDBackbone=ResNet-50, Size(MB)=183.02020.05 | 0.034 | — | 90.5 | — | 92.5 | 87.5 | 79.5 | — | — | |
| AFNet2019.11 | 0.036 | 88.8 | 90.5 | 94.2 | — | — | — | — | — | |
| AFNetBackbone=VGG-16, Size(MB)=143.02020.05 | 0.036 | — | 90.5 | — | 92.3 | 86.9 | 77.2 | — | — | |
| R3Net+Backbone=ResNeXt, Size(MB)=215.02020.05 | 0.036 | — | 89.5 | — | 91.5 | 87.7 | 74 | — | — | |
| DGRL2019.11 | 0.037 | 88.1 | 89.6 | 94.1 | — | — | — | — | — | |
| PAGE2019.11 | 0.037 | 88.2 | 90.3 | 94 | — | — | — | — | — | |
| DGRLBackbone=ResNet-50, Size(MB)=646.12020.05 | 0.037 | — | 89.7 | — | 91.3 | 86.5 | 74.4 | — | — | |
| U2-Net†Backbone=RSU, Size(MB)=4.72020.05 | 0.037 | — | 90.8 | — | 92.8 | 86.7 | 79.4 | — | — | |
| TDBU2019.11 | 0.038 | 87.8 | 90.7 | 94.2 | — | — | — | — | — | |
| BMPM2019.11 | 0.039 | 87.5 | 90.6 | 93.7 | — | — | — | — | — | |
| BMPMBackbone=VGG-162020.05 | 0.039 | — | 90.7 | — | 92.1 | 85.9 | 77.3 | — | — | |
| MLMSBackbone=VGG-16, Size(MB)=263.02020.05 | 0.039 | — | 90.7 | — | 92.1 | 85.9 | 77.3 | — | — | |
| DSS+Backbone=VGG-16, Size(MB)=237.02020.05 | 0.04 | — | 87.8 | — | 91.6 | 86.7 | 70.6 | — | — | |
| PiCANetBackbone=VGG-16, Size(MB)=153.32020.05 | 0.042 | — | 90.6 | — | 92.1 | 84.7 | 78.4 | — | — | |
| PICA-R2019.11 | 0.043 | 87 | 90.4 | 93.6 | — | — | — | — | — | |
| PiCANetRBackbone=ResNet-50, Size(MB)=197.22020.05 | 0.043 | — | 90.4 | — | 91.8 | 84 | 76.5 | — | — | |
| RAS2019.11 | 0.045 | 87.4 | 88.8 | 93.1 | — | — | — | — | — | |
| RASBackbone=VGG-16, Size(MB)=81.02020.05 | 0.045 | — | 88.7 | — | 91.3 | 84.3 | 74.8 | — | — | |
| SRMBackbone=ResNet-50, Size(MB)=189.02020.05 | 0.046 | — | 88.7 | — | 90.6 | 83.5 | 68 | — | — | |
| R3Net2019.11 | 0.047 | 85.3 | 89.4 | 92.1 | — | — | — | — | — | |
| NLDF+Backbone=VGG-16, Size(MB)=428.02020.05 | 0.048 | — | 87.9 | — | 90.2 | 83.8 | 69.4 | — | — | |
| PAGRNBackbone=VGG-192020.05 | 0.048 | — | 88.7 | — | 91.8 | 82 | 76.2 | — | — | |
| C2SNet2019.11 | 0.051 | 83.9 | 87.3 | 91.9 | — | — | — | — | — | |
| AmuletBackbone=VGG-16, Size(MB)=132.62020.05 | 0.051 | — | 88.6 | — | 89.7 | 81.7 | 71.6 | — | — | |
| UCFBackbone=VGG-16, Size(MB)=117.92020.05 | 0.062 | — | 87.5 | — | 88.8 | 77.9 | 67.9 | — | — | |
| CapSalBackbone=ResNet-1012020.05 | 0.062 | — | 85 | — | 88.2 | 78.2 | 65.4 | — | — | |
| MSWSBackbone=Dense-169, Size(MB)=48.62020.05 | 0.084 | — | 81.8 | — | 85.6 | 68.5 | 43.8 | — | — | |
| MDFBackbone=AlexNet, Size(MB)=112.12020.05 | 0.129 | — | 81 | — | 86 | 56.4 | 59.4 | — | — | |
| VSCodeSize=352, TR=12026.05 | — | — | — | 97.4 | — | — | — | 94 | 95.1 |