RGB-T Salient Object Detection on VT5000
92.2F-measure (F_beta)DGSSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DGSSMParams (M)=44.732026.04 | 92.2 | — | 93.2 | 96.5 | |
| SAMSODSpeed(FPS)=9.4, Params(M)=32.7, FLOPs(G)=418.02026.03 | 92.1 | 2.1 | 92.3 | 96.4 | |
| LFNetParams (M)=44.652026.06 | 92 | — | 92.8 | 96.3 | |
| SambaParams (M)=54.94, Architecture=Transformer-based2026.04 | 91.9 | — | 92.8 | 96.3 | |
| SambaParams (M)=54.942026.06 | 91.9 | — | 92.8 | 96.3 | |
| ConTriParams (M)=96.312026.06 | 91.8 | — | 92.4 | 96.3 | |
| RSONetSpeed(FPS)=9.4, Params(M)=88, FLOPs(G)=143.82026.03 | 91 | 2 | 92.6 | 96.3 | |
| SPNetParams (M)=104.03, Architecture=CNN-based2026.04 | 90.5 | — | 91.4 | 95.4 | |
| SPNetParams (M)=104.032026.06 | 90.5 | — | 91.4 | 95.4 | |
| VSCode-SParams (M)=74.72, Architecture=Transformer-based2026.04 | 90 | — | 92.5 | 95.9 | |
| VSCode-SParams (M)=74.722026.06 | 90 | — | 92.5 | 95.9 | |
| PCNet2026.06 | 89.9 | — | 92 | 95.6 | |
| SambaParams(M)=54.9, FLOPs(G)=71.62026.03 | 89.4 | 2.1 | 92.6 | 95.8 | |
| DSCDNetSpeed(FPS)=9.6, Params(M)=92.3, FLOPs(G)=134.12026.03 | 88.8 | 2.3 | 91.8 | 94.9 | |
| SPNet2026.03 | 88.5 | 2.4 | 91.5 | 95.2 | |
| ISMNetSpeed(FPS)=6.1, Params(M)=114.3, FLOPs(G)=100.42026.03 | 88.5 | 2.5 | 91.3 | 94.5 | |
| SwinNet-BParams (M)=199.18, Architecture=Transformer-based2026.04 | 88.5 | — | 91.2 | 94.4 | |
| DFENetSpeed(FPS)=11.7, Params(M)=149.6, FLOPs(G)=139.52026.03 | 88.2 | 2.3 | 92 | 95 | |
| PATNetSpeed(FPS)=10.6, Params(M)=94.9, FLOPs(G)=51.12026.03 | 88 | 2.3 | 91.6 | 95.1 | |
| MMIR2026.03 | 87.9 | 3.1 | 88.9 | 93.6 | |
| HVPNetParams(M)=16.6, FLOPs(G)=11.52026.06 | 87.9 | 3 | 90.8 | 94.9 | |
| ContriNetParams(M)=96.3, FLOPs(G)=126.92026.03 | 87.8 | 2.2 | 91.5 | 94 | |
| CGMDRArchitecture=CNN-based2026.04 | 87.7 | — | 89.6 | 93.9 | |
| CGMDR2026.06 | 87.7 | — | 89.6 | 93.9 | |
| UidefNet2026.03 | 87.4 | 2.5 | 91.4 | 94.8 | |
| HRTransNet2026.03 | 86.9 | 2.5 | 91.3 | 94.8 | |
| SOMANetParams(M)=218.22026.06 | 86.6 | 3.2 | 90.5 | 93.9 | |
| SwinNetSpeed(FPS)=30.9, Params(M)=198.8, FLOPs(G)=124.72026.03 | 86.4 | 2.6 | 91.2 | 94.5 | |
| TNetArchitecture=CNN-based2026.04 | 86.4 | — | 89.5 | 93.6 | |
| TNetParams (M)=87.042026.06 | 86.4 | — | 89.5 | 93.6 | |
| WaveNetSpeed(FPS)=7.7, Params(M)=30.2, FLOPs(G)=26.72026.03 | 86.3 | 2.6 | 91.2 | 94.4 | |
| VST-S++Params (M)=143.152026.06 | 86.1 | — | 90.1 | 93.6 | |
| SMRNetSpeed(FPS)=32.5, Params(M)=31.5, FLOPs(G)=45.32026.03 | 85.9 | 3 | 89.1 | 93.5 | |
| CCFENet2026.03 | 85.8 | 3.1 | 89.6 | 93.7 | |
| LAFBSpeed(FPS)=43, Params(M)=453, FLOPs(G)=139.72026.03 | 85.6 | 3 | 89.3 | 93.4 | |
| GRNetParams(M)=123.8, FLOPs(G)=41.92026.06 | 85.5 | 3.4 | 88.8 | 92.7 | |
| CAVER2026.03 | 85.4 | 2.9 | 90 | 94 | |
| VST-T++Params(M)=100.512026.06 | 85.4 | 3.4 | 89.5 | 93.3 | |
| HFENetParams(M)=52.9, FLOPs(G)=80.12026.06 | 85.3 | 3.5 | 88.2 | 92.1 | |
| CGFNetSpeed(FPS)=52.3, Params(M)=69.9, FLOPs(G)=347.82026.03 | 85.1 | 3.5 | 88.3 | 92.4 | |
| MCFNet2026.03 | 84.6 | 3.3 | 88.8 | 92.8 | |
| MGAIParams (M)=87.092026.06 | 84.6 | — | 88.4 | 93 | |
| TNetSpeed(FPS)=49.6, Params(M)=87, FLOPs(G)=39.72026.03 | 84.5 | 3.3 | 89.5 | 92.9 | |
| LAFBParams(M)=398.0, FLOPs(G)=552.12026.06 | 83.8 | 3.3 | 89 | 91.7 | |
| MIDDParams (M)=52.43, Architecture=CNN-based2026.04 | 83.4 | — | 86.8 | 91.9 | |
| HVPNet(-)Params(M)=3.6, FLOPs(G)=3.42026.06 | 83.3 | 3.6 | 88.5 | 92.1 | |
| STANetParams(M)=5.2, FLOPs(G)=1.52026.06 | 83.1 | 3.5 | 88 | 91.8 | |
| OSRNetParams(M)=15.6, FLOPs(G)=27.22026.06 | 82.8 | 4 | 87.6 | 91.5 | |
| LSNetParams(M)=4.6, FLOPs(G)=1.22026.06 | 82.7 | 3.7 | 87.6 | 91.6 | |
| TAGFNetSpeed(FPS)=39.5, Params(M)=36.2, FLOPs(G)=115.12026.03 | 82.6 | 3.6 | 88.4 | 91.6 | |
| CSRNetParams (M)=87.09, Architecture=CNN-based2026.04 | 82.1 | — | 86.8 | 91.2 | |
| APNet2026.03 | 81.6 | 3.5 | 87.6 | 91.7 | |
| CSRNet2026.03 | 80.9 | 4.2 | 86.8 | 90.7 | |
| ECFFNet2026.03 | 80.3 | 3.8 | 87.5 | 91.1 | |
| MIDDSpeed(FPS)=42.2, Params(M)=52.4, FLOPs(G)=216.72026.03 | 78.8 | 4.6 | 85.6 | 89.3 | |
| ADF2026.03 | 77.8 | 4.8 | 86.4 | 89.1 | |
| MMNet2026.03 | 77.7 | 4.4 | 86.3 | 88.8 |