Visual Attention Prediction on ObjectVisA 120 (test)
0.4722CCSUM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SUMFinetuning=true2026.01 | 0.4722 | 1.7062 | 0.9662 | 0.347 | 6.2607 | 0.5909 | |
| SUMGraphFinetuning=true, Explicit up/downsampling (Scale)=true2026.01 | 0.4643 | 1.6581 | 0.9683 | 0.3481 | 6.5241 | 0.6025 | |
| SUMGraphFinetuning=true2026.01 | 0.4564 | 1.6747 | 0.9683 | 0.3568 | 6.4357 | 0.6086 | |
| SUMGraphFinetuning=true, Global attributes=false2026.01 | 0.4508 | 1.6729 | 0.9681 | 0.3482 | 6.3898 | 0.6019 | |
| TranSalNetFinetuning=true2026.01 | 0.4348 | 1.7059 | 0.9672 | 0.3414 | 6.4809 | 0.5961 | |
| TempSALFinetuning=true2026.01 | 0.4342 | 1.851 | 0.9606 | 0.3192 | 5.9976 | 0.5767 | |
| ContextSalNet w/ [11] lossFinetuning=true2026.01 | 0.4335 | 1.6941 | 0.968 | 0.3462 | 6.6447 | 0.6042 | |
| SUMFinetuning=false2026.01 | 0.2961 | 2.682 | 0.916 | 0.2003 | 3.0513 | 0.4304 | |
| TranSalNetFinetuning=false2026.01 | 0.234 | 2.95 | 0.8812 | 0.1231 | 2.1626 | 0.3766 | |
| TempSALFinetuning=false2026.01 | 0.0234 | 3.9136 | 0.6497 | 0.0412 | 0.1823 | 0.3457 | |
| TranSalNetFinetuning=true, oSIM loss integration=true2026.01 | 0.0135 | -0.0234 | 0.0002 | 0.0085 | 0.1648 | 0.0072 | |
| ContextSalNetFinetuning=false2026.01 | 0.0093 | 3.9165 | 0.6177 | 0.0406 | 0.076 | 0.3484 | |
| TempSALFinetuning=true, oSIM loss integration=true2026.01 | 0.0044 | 0.0006 | 0.0101 | -0.0029 | 0.0943 | 0.0022 | |
| ContextSalNet w/ [11] lossFinetuning=true, oSIM loss integration=true2026.01 | 0.0044 | -0.0098 | 0.0005 | 0.0011 | -0.0652 | 0.0012 | |
| SUMGraphFinetuning=true, oSIM loss integration=true2026.01 | -0.0023 | -0.013 | 0.0001 | 0.0062 | 0.0148 | 0.0045 | |
| SUMFinetuning=true, oSIM loss integration=true2026.01 | -0.0034 | -0.0424 | 0.0019 | 0.0001 | 0.1112 | 0.0097 |