Video Saliency Prediction on DHF1K
0.922AUC-JSalFoM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SalFoMSize (MB)=1574, DLM=Yes, Time (s)=902026.04 | 0.922 | 0.421 | 0.735 | 0.569 | 3.354 | |
| TMFISize (MB)=234, DLM=Yes, Time (s)=4.952026.04 | 0.915 | 0.407 | 0.731 | 0.546 | 3.146 | |
| THTD-NetSize (MB)=220, DLM=Yes, Time (s)=122026.04 | 0.915 | 0.406 | 0.73 | 0.548 | 3.139 | |
| STSANetSize (MB)=643, DLM=Yes, Time (s)=5.252026.04 | 0.912 | 0.383 | 0.723 | 0.529 | 3.01 | |
| TSFP-NetSize (MB)=58.4, DLM=Yes, Time (s)=1.652026.04 | 0.912 | 0.392 | 0.723 | 0.517 | 2.967 | |
| VSFTSize (MB)=71.4, DLM=Yes, Time (s)=62026.04 | 0.911 | 0.411 | 0.72 | 0.518 | 2.977 | |
| HD2SSize (MB)=116, DLM=Yes, Time (s)=4.52026.04 | 0.908 | 0.406 | 0.7 | 0.503 | 2.812 | |
| ViNetSize (MB)=124, DLM=Yes, Time (s)=2.42026.04 | 0.908 | 0.381 | 0.729 | 0.511 | 2.872 | |
| UNISALSize (MB)=15.5, DLM=Yes, Time (s)=1.352026.04 | 0.901 | 0.39 | 0.691 | 0.49 | 2.776 | |
| SalSACSize (MB)=93.5, DLM=Yes, Time (s)=32026.04 | 0.896 | 0.357 | 0.697 | 0.479 | 2.673 | |
| TASED-NetSize (MB)=82, DLM=Yes, Time (s)=92026.04 | 0.895 | 0.361 | 0.712 | 0.47 | 2.667 | |
| STRA-NetSize (MB)=641, DLM=Yes, Time (s)=32026.04 | 0.895 | 0.355 | 0.663 | 0.458 | 2.558 | |
| SalEMASize (MB)=364, DLM=Yes, Time (s)=1.52026.04 | 0.89 | 0.466 | 0.667 | 0.449 | 2.574 | |
| ACLNetSize (MB)=250, DLM=Yes, Time (s)=32026.04 | 0.89 | 0.315 | 0.601 | 0.434 | 2.354 | |
| BIAS (Bottom-Up)Size (MB)=0, DLM=No, Time (s)=0.0122026.04 | 0.869 | 0.237 | 0.577 | 0.358 | 1.851 | |
| BIAS (Bottom-Up) (c ∈ {2}, δ ∈ {1})c={2}, delta={1}2026.04 | 0.869 | 0.237 | 0.577 | 0.358 | 1.851 | |
| SalGANSize (MB)=130, DLM=Yes, Time (s)=32026.04 | 0.866 | 0.262 | 0.709 | 0.37 | 2.043 | |
| DVASize (MB)=96, DLM=Yes, Time (s)=152026.04 | 0.86 | 0.262 | 0.595 | 0.358 | 2.013 | |
| SALICONSize (MB)=117, DLM=Yes, Time (s)=752026.04 | 0.857 | 0.232 | 0.59 | 0.327 | 1.901 | |
| DeepVSSize (MB)=344, DLM=Yes, Time (s)=7.52026.04 | 0.856 | 0.256 | 0.583 | 0.344 | 1.911 | |
| Deep-NetSize (MB)=103, DLM=Yes, Time (s)=122026.04 | 0.855 | 0.201 | 0.592 | 0.331 | 1.775 | |
| BIASSize (MB)=0, DLM=No, Time (s)=0.0122026.04 | 0.849 | 0.221 | 0.561 | 0.323 | 1.67 | |
| BIAS (c ∈ {2}, δ ∈ {4})c={2}, delta={4}2026.04 | 0.849 | 0.221 | 0.561 | 0.323 | 1.67 | |
| BIAS (c ∈ {2}, δ ∈ {1})c={2}, delta={1}2026.04 | 0.849 | 0.223 | 0.56 | 0.323 | 1.67 | |
| w/ Levy flight, w/o GWTA (c ∈ {2}, δ ∈ {4})c={2}, delta={4}, Movement=Levy flight, GWTA=No2026.04 | 0.846 | 0.237 | 0.559 | 0.311 | 1.626 | |
| w/ EWMA, w/ GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4})c={2, 3, 4}, delta={3, 4}, EWMA=Yes, GWTA=Yes2026.04 | 0.844 | 0.226 | 0.562 | 0.319 | 1.636 | |
| w/ EWMA, w/o GWTA (c ∈ {2}, δ ∈ {4})c={2}, delta={4}, EWMA=Yes, GWTA=No2026.04 | 0.835 | 0.184 | 0.582 | 0.31 | 1.632 | |
| Two-streamSize (MB)=315, DLM=Yes, Time (s)=30002026.04 | 0.834 | 0.197 | 0.581 | 0.325 | 1.632 | |
| UVA-NetDLM=Yes, Time (s)=0.0582026.04 | 0.833 | 0.241 | 0.582 | 0.307 | 1.536 | |
| Shallow-NetSize (MB)=2500, DLM=Yes, Time (s)=152026.04 | 0.833 | 0.182 | 0.529 | 0.295 | 1.509 | |
| BIAS (No GWTA)Size (MB)=0, DLM=No, Time (s)=0.0112026.04 | 0.828 | 0.183 | 0.582 | 0.307 | 1.626 | |
| GBVSDLM=No, Time (s)=2.72026.04 | 0.828 | 0.186 | 0.554 | 0.283 | 1.474 | |
| w/ EWMA, w/o GWTA (c ∈ {2}, δ ∈ {1})c={2}, delta={1}, EWMA=Yes, GWTA=No2026.04 | 0.828 | 0.184 | 0.582 | 0.307 | 1.625 | |
| w/ flicker, w/o GWTA (c ∈ {2}, δ ∈ {4})c={2}, delta={4}, Flicker=Yes, GWTA=No2026.04 | 0.828 | 0.184 | 0.572 | 0.284 | 1.47 | |
| w/ EWMA, w/o GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4})c={2, 3, 4}, delta={3, 4}, EWMA=Yes, GWTA=No2026.04 | 0.827 | 0.184 | 0.578 | 0.304 | 1.602 | |
| Fang et al.DLM=No, Time (s)=1472026.04 | 0.819 | 0.198 | 0.537 | 0.273 | 1.539 | |
| w/o EWMA&GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4})c={2, 3, 4}, delta={3, 4}, EWMA=No, GWTA=No2026.04 | 0.818 | 0.189 | 0.578 | 0.299 | 1.58 | |
| w/o EWMA&GWTA (c ∈ {2}, δ ∈ {4})c={2}, delta={4}, EWMA=No, GWTA=No2026.04 | 0.802 | 0.176 | 0.571 | 0.279 | 1.495 | |
| ITTIDLM=No, Time (s)=0.92026.04 | 0.774 | 0.162 | 0.553 | 0.233 | 1.207 | |
| Rudoy et al.DLM=No, Time (s)=1802026.04 | 0.769 | 0.214 | 0.501 | 0.285 | 1.498 | |
| Hou et al.DLM=No, Time (s)=0.72026.04 | 0.726 | 0.167 | 0.545 | 0.15 | 0.847 | |
| AWS-DDLM=No, Time (s)=92026.04 | 0.703 | 0.157 | 0.513 | 0.174 | 0.94 | |
| PQFTDLM=No, Time (s)=1.22026.04 | 0.699 | 0.139 | 0.562 | 0.137 | 0.749 | |
| OBDLDLM=No, Time (s)=0.82026.04 | 0.638 | 0.171 | 0.5 | 0.117 | 0.495 | |
| Seo et al.DLM=No, Time (s)=2.32026.04 | 0.635 | 0.142 | 0.499 | 0.07 | 0.334 | |
| MCSDMDLM=No, Time (s)=152026.04 | 0.591 | 0.11 | 0.5 | 0.047 | 0.247 | |
| MSM-SMDLM=No, Time (s)=82026.04 | 0.582 | 0.143 | 0.5 | 0.058 | 0.245 | |
| PIM-ZENDLM=No, Time (s)=432026.04 | 0.552 | 0.095 | 0.498 | 0.062 | 0.28 | |
| PIM-MCSDLM=No, Time (s)=102026.04 | 0.551 | 0.094 | 0.499 | 0.053 | 0.242 | |
| MAMDLM=No, Time (s)=7782026.04 | 0.551 | 0.108 | 0.5 | 0.041 | 0.214 | |
| PMESDLM=No, Time (s)=5792026.04 | 0.545 | 0.093 | 0.502 | 0.055 | 0.237 |