RGB-T Salient Object Detection on VT1000
95.6S-Measure (S)DGSSM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DGSSMParams (M)=44.732026.04 | 95.6 | 98.7 | 96.6 | — | — | |
| LFNetParams (M)=44.652026.06 | 95.4 | 98.2 | 95.6 | — | — | |
| SambaParams (M)=54.94, Architecture=Transformer-based2026.04 | 95.3 | 98.3 | 95.6 | — | — | |
| SambaParams (M)=54.942026.06 | 95.3 | 98.3 | 95.6 | — | — | |
| SambaParams(M)=54.9, FLOPs(G)=71.62026.03 | 95.2 | 97.6 | 0.926 | — | 0.013 | |
| VSCode-SParams (M)=74.72, Architecture=Transformer-based2026.04 | 95.2 | 98.1 | 94.7 | — | — | |
| VSCode-SParams (M)=74.722026.06 | 95.2 | 98.1 | 94.7 | — | — | |
| DFENetSpeed(FPS)=11.7, Params(M)=149.6, FLOPs(G)=139.52026.03 | 94.8 | 95.8 | 0.901 | — | 0.015 | |
| DSCDNetSpeed(FPS)=9.6, Params(M)=92.3, FLOPs(G)=134.12026.03 | 94.6 | 95.5 | 0.921 | — | 0.014 | |
| RSONetSpeed(FPS)=9.4, Params(M)=88, FLOPs(G)=143.82026.03 | 94.6 | 97.2 | 0.923 | — | 0.014 | |
| WaveNetSpeed(FPS)=7.7, Params(M)=30.2, FLOPs(G)=26.72026.03 | 94.5 | 96.7 | 0.905 | — | 0.015 | |
| PCNet2026.06 | 94.3 | 95.8 | 92.4 | — | — | |
| SPNet2026.03 | 94.2 | 97.2 | 0.918 | — | 0.015 | |
| SAMSODSpeed(FPS)=9.4, Params(M)=32.7, FLOPs(G)=418.02026.03 | 94.2 | 97.6 | 0.942 | — | 0.015 | |
| ISMNetSpeed(FPS)=6.1, Params(M)=114.3, FLOPs(G)=100.42026.03 | 94.2 | 95.4 | 0.922 | — | 0.014 | |
| UidefNet2026.03 | 94.1 | 96.9 | 0.911 | — | 0.015 | |
| PATNetSpeed(FPS)=10.6, Params(M)=94.9, FLOPs(G)=51.12026.03 | 94.1 | 96.4 | 0.908 | — | 0.015 | |
| ContriNetParams(M)=96.3, FLOPs(G)=126.92026.03 | 94.1 | 95.4 | 0.918 | — | 0.015 | |
| SPNetParams (M)=104.03, Architecture=CNN-based2026.04 | 94.1 | 97.5 | 94.3 | — | — | |
| SPNetParams (M)=104.032026.06 | 94.1 | 97.5 | 94.3 | — | — | |
| ConTriParams (M)=96.312026.06 | 94.1 | 97.6 | 93.9 | — | — | |
| VST-T++Params(M)=100.512026.06 | 94.1 | 97.2 | 93.1 | — | 0.02 | |
| VST-S++Params (M)=143.152026.06 | 94 | 97.1 | 93.1 | — | — | |
| SOMANetParams(M)=218.22026.06 | 94 | 97.3 | 93.3 | — | 0.02 | |
| HVPNetParams(M)=16.6, FLOPs(G)=11.52026.06 | 93.9 | 97.3 | 93.1 | — | 0.019 | |
| SwinNetSpeed(FPS)=30.9, Params(M)=198.8, FLOPs(G)=124.72026.03 | 93.8 | 95.7 | 0.894 | — | 0.018 | |
| HRTransNet2026.03 | 93.8 | 95.6 | 0.898 | — | 0.017 | |
| CAVER2026.03 | 93.8 | 96.5 | 0.904 | — | 0.017 | |
| MMIR2026.03 | 93.8 | 95.5 | 0.927 | — | 0.019 | |
| SwinNet-BParams (M)=199.18, Architecture=Transformer-based2026.04 | 93.8 | 97.4 | 93.3 | — | — | |
| CCFENet2026.03 | 93.4 | 96.2 | 0.904 | — | 0.018 | |
| MCFNet2026.03 | 93.2 | 96 | 0.9 | — | 0.019 | |
| LAFBSpeed(FPS)=43, Params(M)=453, FLOPs(G)=139.72026.03 | 93.2 | 96 | 0.903 | — | 0.018 | |
| CGMDRArchitecture=CNN-based2026.04 | 93.1 | 96.6 | 92.7 | — | — | |
| CGMDR2026.06 | 93.1 | 96.6 | 92.7 | — | — | |
| GRNetParams(M)=123.8, FLOPs(G)=41.92026.06 | 93.1 | 96.1 | 90.8 | — | 0.018 | |
| TNetSpeed(FPS)=49.6, Params(M)=87, FLOPs(G)=39.72026.03 | 92.9 | 95.2 | 0.887 | — | 0.021 | |
| TNetArchitecture=CNN-based2026.04 | 92.9 | 96.5 | 92.1 | — | — | |
| MGAIParams (M)=87.092026.06 | 92.9 | 96.5 | 92.1 | — | — | |
| TNetParams (M)=87.042026.06 | 92.9 | 96.5 | 92.1 | — | — | |
| DPLNet2023.12 | 92.8 | 95.1 | 88.1 | 0.022 | — | |
| LAFBParams(M)=398.0, FLOPs(G)=552.12026.06 | 92.8 | 93.9 | 89.7 | — | 0.021 | |
| HFENetParams(M)=52.9, FLOPs(G)=80.12026.06 | 92.7 | 95.7 | 90.4 | — | 0.021 | |
| TAGFNetSpeed(FPS)=39.5, Params(M)=36.2, FLOPs(G)=115.12026.03 | 92.6 | 95.1 | 0.888 | — | 0.021 | |
| OSRNetParams(M)=15.6, FLOPs(G)=27.22026.06 | 92.6 | 93.4 | 87.9 | — | 0.022 | |
| LSNet2023.12 | 92.4 | 93.6 | 88.7 | 0.022 | — | |
| ECFFNet2026.03 | 92.4 | 94.7 | 0.873 | — | 0.022 | |
| SMRNetSpeed(FPS)=32.5, Params(M)=31.5, FLOPs(G)=45.32026.03 | 92.4 | 94.5 | 899 | — | 0.02 | |
| LSNetParams(M)=4.6, FLOPs(G)=1.22026.06 | 92.4 | 93.6 | 87.7 | — | 0.024 | |
| STANetParams(M)=5.2, FLOPs(G)=1.52026.06 | 92.4 | 93.5 | 87.8 | — | 0.023 | |
| APNet2026.03 | 92.2 | 95 | 0.88 | — | 0.022 | |
| CGFNetSpeed(FPS)=52.3, Params(M)=69.9, FLOPs(G)=347.82026.03 | 92.1 | 95.3 | 0.901 | — | 0.024 | |
| CSRNetParams (M)=87.09, Architecture=CNN-based2026.04 | 91.9 | 95.2 | 90.1 | — | — | |
| S2MA2023.12 | 91.8 | 91.2 | 84.8 | 0.029 | — | |
| CSRNet2026.03 | 91.8 | 93.9 | 0.875 | — | 0.024 | |
| HVPNet(-)Params(M)=3.6, FLOPs(G)=3.42026.06 | 91.8 | 94.6 | 88.7 | — | 0.023 | |
| MIDDParams (M)=52.43, Architecture=CNN-based2026.04 | 91.6 | 95.6 | 90.4 | — | — | |
| MIDD2023.12 | 91.5 | 93.3 | 88 | 0.027 | — | |
| MMNet2026.03 | 91.4 | 93.1 | 0.859 | — | 0.027 | |
| JLDCF2023.12 | 91.2 | 89.9 | 82.9 | 0.03 | — | |
| ADF2023.12 | 91 | 92.1 | 84.7 | 0.034 | — | |
| ADF2026.03 | 90.9 | 92.2 | 0.846 | — | 0.034 | |
| MIDDSpeed(FPS)=42.2, Params(M)=52.4, FLOPs(G)=216.72026.03 | 90.7 | 93.5 | 0.87 | — | 0.029 | |
| CPD2023.12 | 90.6 | 90.2 | 83.4 | 0.032 | — | |
| TANet2023.12 | 90.2 | 91.2 | 83.8 | 0.03 | — | |
| AFNet2023.12 | 88.8 | 91.2 | 83.8 | 0.033 | — | |
| MMCI2023.12 | 88.6 | 89.2 | 80.3 | 0.039 | — | |
| FMCF2023.12 | 87.3 | 89.9 | 82.3 | 0.037 | — | |
| R3Net2023.12 | 84.2 | 85.9 | 76.1 | 0.055 | — | |
| PoolNet2023.12 | 83.4 | 81.3 | 71.4 | 0.067 | — | |
| SGDL2023.12 | 78.7 | 85.6 | 76.4 | 0.09 | — |