Salient Object Detection on VT821
0.944S-MeasureModality-Agnostic Prompting Framework
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Modality-Agnostic Prompting Framework2026.04 | 0.944 | — | — | 0.012 | — | — | 0.934 | 0.977 | |
| VSCode-v22026.04 | 0.932 | — | — | — | — | — | — | 0.958 | |
| HRTTransNet2026.04 | 0.929 | — | — | 0.026 | — | — | 0.906 | 0.849 | |
| WaveNet2026.04 | 0.929 | — | — | 0.024 | — | — | 0.912 | 0.863 | |
| VSCodeParams (M)=74.72, Backbone=Swin-S2023.11 | 0.926 | 0.954 | 0.91 | — | — | — | — | — | |
| VSCodeParams (M)=54.09, Backbone=Swin-T2023.11 | 0.921 | 0.951 | 0.906 | — | — | — | — | — | |
| TPS-SCLBackbone=SwinB, Params(M)=258.26, FLOPs(G)=139.172025.12 | 0.918 | — | — | — | 0.883 | 0.942 | — | — | |
| MSEDNet24Backbone=ResNet152, Params(M)=93.55, FLOPs(G)=111.622025.12 | 0.917 | — | — | — | 0.877 | 0.94 | — | — | |
| SACNet2026.04 | 0.917 | — | — | 0.033 | — | — | 0.883 | 0.817 | |
| UniSOD2026.04 | 0.916 | — | — | 0.024 | — | — | 0.876 | 0.937 | |
| TPS-SCLBackbone=MobileNet-S, Params(M)=12.82, FLOPs(G)=12.342025.12 | 0.915 | — | — | — | 0.876 | 0.939 | — | — | |
| PCNet2026.04 | 0.915 | — | — | — | — | — | — | 0.941 | |
| SPNet23Backbone=PVT-v2-B3, Params(M)=109.95, FLOPs(G)=56.942025.12 | 0.913 | — | — | — | 0.873 | 0.936 | — | — | |
| PCNet25Backbone=SwinB, Params(M)=291.91, FLOPs(G)=148.882025.12 | 0.913 | — | — | — | 0.879 | 0.939 | — | — | |
| WaveNet23Backbone=Wave-MLP, Params(M)=80.7, FLOPs(G)=64.022025.12 | 0.912 | — | — | — | 0.863 | 0.929 | — | — | |
| TPS-SCLBackbone=PVT-v2-B4, Params(M)=146.85, FLOPs(G)=72.062025.12 | 0.912 | — | — | — | 0.87 | 0.929 | — | — | |
| HENetBackbone=MobileNet-S, Params(M)=10.43, FLOPs(G)=10.752025.12 | 0.909 | — | — | — | 0.867 | 0.935 | — | — | |
| SACNet24Backbone=SwinB, Params(M)=300.26, FLOPs(G)=143.782025.12 | 0.906 | — | — | — | 0.859 | 0.932 | — | — | |
| SwinNet22Backbone=SwinB, Params(M)=198.78, FLOPs(G)=124.722025.12 | 0.904 | — | — | — | 0.818 | 0.926 | — | — | |
| TCINet24Backbone=SwinB, Params(M)=88.2, FLOPs(G)=91.872025.12 | 0.901 | — | — | — | 0.852 | 0.922 | — | — | |
| TNetParams (M)=87.412023.11 | 0.899 | 0.936 | 0.885 | — | — | — | — | — | |
| CGMDR2023.11 | 0.894 | 0.932 | 0.872 | — | — | — | — | — | |
| VST-T++Params (M)=100.512023.11 | 0.894 | 0.923 | 0.861 | — | — | — | — | — | |
| LAFB24Backbone=Res2Net50, Params(M)=118.76, FLOPs(G)=139.732025.12 | 0.892 | — | — | — | 0.842 | 0.916 | — | — | |
| CAVERParams (M)=55.792023.11 | 0.891 | 0.933 | 0.874 | — | — | — | — | — | |
| LGPNetBackbone=MobileNet-XS, Params(M)=7.35, FLOPs(G)=6.42025.12 | 0.89 | — | — | — | 0.842 | 0.919 | — | — | |
| EAEFNet2023.03 | 0.885 | 0.927 | 0.846 | 0.031 | — | — | — | — | |
| ConTriNet25Backbone=Res2Net50, Params(M)=34.78, FLOPs(G)=55.422025.12 | 0.883 | — | — | — | 0.833 | 0.911 | — | — | |
| CMDBIF-Net2023.03 | 0.882 | 0.923 | 0.855 | 0.032 | — | — | — | — | |
| ECFFNet2023.03 | 0.877 | 0.835 | 0.911 | 0.034 | — | — | — | — | |
| LSNet2023.03 | 0.877 | 0.911 | 0.827 | 0.033 | — | — | — | — | |
| LSNetBackbone=MobileNet-V2, Params(M)=4.57, FLOPs(G)=1.232025.12 | 0.877 | — | — | — | 0.827 | 0.911 | — | — | |
| DCNet22Backbone=VGG16, Params(M)=24.1, FLOPs(G)=246.592025.12 | 0.876 | — | — | — | 0.823 | 0.912 | — | — | |
| OSRNetBackbone=VGG16, Params(M)=15.62025.12 | 0.875 | — | — | — | 0.801 | 0.896 | — | — | |
| MIDD2023.03 | 0.871 | 0.895 | 0.803 | 0.045 | — | — | — | — | |
| MIDDParams (M)=52.432023.11 | 0.871 | 0.916 | 0.847 | — | — | — | — | — | |
| ADF2023.03 | 0.81 | 0.842 | 0.717 | 0.077 | — | — | — | — | |
| SGDL2023.03 | 0.765 | 0.847 | 0.731 | 0.085 | — | — | — | — | |
| FMCF2023.03 | 0.76 | 0.796 | 0.64 | 0.08 | — | — | — | — | |
| MoADNetBackbone=MobileNet-V3, Params(M)=5.03, FLOPs(G)=2.962025.12 | 0.741 | — | — | — | 0.628 | 0.781 | — | — | |
| MTMR2023.03 | 0.725 | 0.815 | 0.662 | 0.109 | — | — | — | — | |
| M3S-NIR2023.03 | 0.723 | 0.859 | 0.734 | 0.14 | — | — | — | — | |
| MobileSalBackbone=MobileNet-V2, Params(M)=6.55, FLOPs(G)=2.332025.12 | 0.654 | — | — | — | 0.654 | 0.761 | — | — |