RGB-T Salient Object Detection on VT821
94.1S ScoreLFNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LFNetParams (M)=44.652026.06 | 94.1 | — | 93.2 | — | — | 96.8 | |
| SambaParams (M)=54.942026.06 | 93.4 | — | 92.7 | — | — | 96.5 | |
| VSCode-SParams (M)=74.722026.06 | 92.6 | — | 91 | — | — | 95.4 | |
| ConTriParams (M)=96.312026.06 | 91.6 | — | 89.6 | — | — | 94.8 | |
| PCNet2026.06 | 91.5 | — | 87.9 | — | — | 94.1 | |
| SPNetParams (M)=104.032026.06 | 91.3 | — | 90 | — | — | 94.9 | |
| TNetParams (M)=87.042026.06 | 89.9 | — | 88.5 | — | — | 93.6 | |
| VST-S++Params (M)=143.152026.06 | 89.7 | — | 86.8 | — | — | 92.5 | |
| CGMDR2026.06 | 89.4 | — | 87.2 | — | — | 93.2 | |
| MGAIParams (M)=87.092026.06 | 89.1 | — | 87 | — | — | 93.3 | |
| DGSSMParams (M)=44.732026.04 | 0.941 | — | 0.939 | — | — | 0.971 | |
| SambaParams(M)=54.9, FLOPs(G)=71.62026.03 | 0.934 | — | 0.894 | — | 0.178 | 0.955 | |
| SambaParams (M)=54.94, Architecture=Transformer-based2026.04 | 0.934 | — | 0.927 | — | — | 0.965 | |
| VSCode-SParams (M)=74.72, Architecture=Transformer-based2026.04 | 0.926 | — | 0.91 | — | — | 0.954 | |
| ContriNetParams(M)=96.3, FLOPs(G)=126.92026.03 | 0.923 | — | 0.898 | — | 0.02 | 0.956 | |
| RSONetSpeed(FPS)=9.4, Params(M)=88, FLOPs(G)=143.82026.03 | 0.921 | — | 0.883 | — | 0.021 | 0.946 | |
| UidefNet2026.03 | 0.917 | — | 0.872 | — | 0.023 | 0.945 | |
| DFENetSpeed(FPS)=11.7, Params(M)=149.6, FLOPs(G)=139.52026.03 | 0.917 | — | 0.871 | — | 0.023 | 0.938 | |
| ISMNetSpeed(FPS)=6.1, Params(M)=114.3, FLOPs(G)=100.42026.03 | 0.917 | — | 0.886 | — | 0.021 | 0.945 | |
| SPNet2026.03 | 0.914 | — | 0.874 | — | 0.023 | 0.943 | |
| PATNetSpeed(FPS)=10.6, Params(M)=94.9, FLOPs(G)=51.12026.03 | 0.914 | — | 0.868 | — | 0.024 | 0.938 | |
| SAMSODSpeed(FPS)=9.4, Params(M)=32.7, FLOPs(G)=418.02026.03 | 0.913 | — | 0.895 | — | 0.022 | 0.95 | |
| SPNetParams (M)=104.03, Architecture=CNN-based2026.04 | 0.913 | — | 0.9 | — | — | 0.949 | |
| WaveNetSpeed(FPS)=7.7, Params(M)=30.2, FLOPs(G)=26.72026.03 | 0.912 | — | 0.854 | — | 0.025 | 0.935 | |
| HVPNetParams(M)=16.6, FLOPs(G)=11.52026.06 | 0.907 | — | 0.89 | — | 0.025 | 0.944 | |
| HRTransNet2026.03 | 0.906 | — | 0.851 | — | 0.026 | 0.933 | |
| SwinNetSpeed(FPS)=30.9, Params(M)=198.8, FLOPs(G)=124.72026.03 | 0.904 | — | 0.846 | — | 0.03 | 0.928 | |
| DSCDNetSpeed(FPS)=9.6, Params(M)=92.3, FLOPs(G)=134.12026.03 | 0.904 | — | 0.876 | — | 0.022 | 0.915 | |
| SwinNet-BParams (M)=199.18, Architecture=Transformer-based2026.04 | 0.904 | — | 0.877 | — | — | 0.937 | |
| CCFENet2026.03 | 0.9 | — | 0.856 | — | 0.027 | 0.933 | |
| TNetSpeed(FPS)=49.6, Params(M)=87, FLOPs(G)=39.72026.03 | 0.899 | — | 0.84 | — | 0.03 | 0.924 | |
| TNetArchitecture=CNN-based2026.04 | 0.899 | — | 0.885 | — | — | 0.936 | |
| CAVER2026.03 | 0.898 | — | 0.853 | — | 0.027 | 0.934 | |
| CGMDRArchitecture=CNN-based2026.04 | 0.894 | — | 0.872 | — | — | 0.932 | |
| VST-T++Params(M)=100.512026.06 | 0.894 | — | 0.846 | — | 0.037 | 0.912 | |
| GRNetParams(M)=123.8, FLOPs(G)=41.92026.06 | 0.893 | — | 0.853 | — | 0.031 | 0.928 | |
| MCFNet2026.03 | 0.891 | — | 0.842 | — | 0.029 | 0.925 | |
| SOMANetParams(M)=218.22026.06 | 0.89 | — | 0.851 | — | 0.033 | 0.913 | |
| SMRNetSpeed(FPS)=32.5, Params(M)=31.5, FLOPs(G)=45.32026.03 | 0.888 | — | 0.844 | — | 0.03 | 0.92 | |
| CSRNet2026.03 | 0.885 | — | 0.829 | — | 0.038 | 0.912 | |
| MMIR2026.03 | 0.885 | — | 0.866 | — | 0.03 | 0.923 | |
| CSRNetParams (M)=87.09, Architecture=CNN-based2026.04 | 0.885 | — | 0.855 | — | — | 0.92 | |
| LAFBSpeed(FPS)=43, Params(M)=453, FLOPs(G)=139.72026.03 | 0.884 | — | 0.841 | — | 0.034 | 0.922 | |
| LAFBParams(M)=398.0, FLOPs(G)=552.12026.06 | 0.883 | — | 0.824 | — | 0.036 | 0.904 | |
| TAGFNetSpeed(FPS)=39.5, Params(M)=36.2, FLOPs(G)=115.12026.03 | 0.881 | — | 0.821 | — | 0.035 | 0.909 | |
| HFENetParams(M)=52.9, FLOPs(G)=80.12026.06 | 0.881 | — | 0.837 | — | 0.035 | 0.909 | |
| CGFNetSpeed(FPS)=52.3, Params(M)=69.9, FLOPs(G)=347.82026.03 | 0.879 | — | 0.842 | — | 0.036 | 0.915 | |
| DPLNet2023.12 | 0.878 | 0.908 | 0.81 | 0.043 | — | — | |
| LSNetParams(M)=4.6, FLOPs(G)=1.22026.06 | 0.878 | — | 0.839 | — | 0.033 | 0.911 | |
| STANetParams(M)=5.2, FLOPs(G)=1.52026.06 | 0.878 | — | 0.827 | — | 0.034 | 0.915 | |
| LSNet2023.12 | 0.877 | 0.911 | 0.827 | 0.033 | — | — | |
| ECFFNet2026.03 | 0.877 | — | 0.807 | — | 0.035 | 0.907 | |
| OSRNetParams(M)=15.6, FLOPs(G)=27.22026.06 | 0.875 | — | 0.823 | — | 0.043 | 0.904 | |
| HVPNet(-)Params(M)=3.6, FLOPs(G)=3.42026.06 | 0.875 | — | 0.841 | — | 0.032 | 0.916 | |
| MMNet2026.03 | 0.874 | — | 0.792 | — | 0.04 | 0.893 | |
| MIDD2023.12 | 0.871 | 0.895 | 0.803 | 0.045 | — | — | |
| MIDDSpeed(FPS)=42.2, Params(M)=52.4, FLOPs(G)=216.72026.03 | 0.871 | — | 0.803 | — | 0.045 | 0.897 | |
| MIDDParams (M)=52.43, Architecture=CNN-based2026.04 | 0.871 | — | 0.847 | — | — | 0.916 | |
| APNet2026.03 | 0.868 | — | 0.814 | — | 0.034 | 0.911 | |
| JLDCF2023.12 | 0.839 | 0.83 | 0.726 | 0.076 | — | — | |
| CPD2023.12 | 0.827 | 0.837 | 0.71 | 0.057 | — | — | |
| TANet2023.12 | 0.818 | 0.852 | 0.717 | 0.052 | — | — | |
| S2MA2023.12 | 0.811 | 0.813 | 0.709 | 0.098 | — | — | |
| ADF2023.12 | 0.81 | 0.842 | 0.717 | 0.077 | — | — | |
| ADF2026.03 | 0.81 | — | 0.716 | — | 0.077 | 0.844 | |
| R3Net2023.12 | 0.786 | 0.809 | 0.66 | 0.073 | — | — | |
| AFNet2023.12 | 0.778 | 0.816 | 0.661 | 0.069 | — | — | |
| SGDL2023.12 | 0.765 | 0.847 | 0.731 | 0.085 | — | — | |
| MMCI2023.12 | 0.763 | 0.784 | 0.618 | 0.087 | — | — | |
| FMCF2023.12 | 0.76 | 0.796 | 0.64 | 0.08 | — | — | |
| PoolNet2023.12 | 0.751 | 0.739 | 0.578 | 0.109 | — | — |