Video Saliency Prediction on Hollywood-2 (test)
0.599SIMAAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AAM2026.06 | 0.599 | — | — | 0.742 | 4.055 | 0.944 | |
| VSSM2026.06 | 0.583 | — | — | 0.729 | 3.927 | 0.939 | |
| TFS-Net2026.06 | 0.58 | — | — | 0.725 | 3.953 | 0.934 | |
| MSFF-Net2026.06 | 0.574 | — | — | 0.723 | 3.952 | 0.94 | |
| HD2Sadaptation mechanism=none2020.10 | 0.558 | 0.927 | 0.797 | 0.668 | 3.426 | — | |
| HD2SDSLadaptation mechanism=domain-specific learning2020.10 | 0.551 | 0.936 | 0.807 | 0.67 | 3.352 | — | |
| ViNetFPS=62.52020.12 | 0.55 | — | 0.813 | 0.693 | 3.73 | 0.93 | |
| UNISALTraining setting=(v)2020.03 | 0.544 | 0.934 | 0.758 | 0.675 | 3.909 | — | |
| Attentive CNN-LSTMTraining Setting=(iv) DHF1K+Hollywood-2+UCF sports2018.01 | 0.542 | 0.913 | 0.757 | 0.623 | 3.086 | — | |
| ACLnet2019.07 | 0.542 | 0.913 | 0.757 | 0.623 | 3.086 | — | |
| ACLNet2019.08 | 0.542 | 0.913 | 0.757 | 0.623 | 3.086 | — | |
| ACLNetModel Category=Dynamic model, Training setting=(vi)2020.03 | 0.542 | 0.913 | 0.757 | 0.623 | 3.086 | — | |
| UNISALTraining setting=(vi)2020.03 | 0.542 | 0.934 | 0.759 | 0.673 | 3.901 | — | |
| ACLNet2020.10 | 0.542 | 0.913 | 0.757 | 0.623 | 3.086 | — | |
| UNISAL2020.10 | 0.542 | 0.934 | 0.795 | 0.673 | 3.901 | — | |
| ACLNetFPS=502020.12 | 0.542 | — | 0.757 | 0.623 | 3.08 | 0.913 | |
| UNISALFPS=1112020.12 | 0.542 | — | 0.795 | 0.673 | 3.9 | 0.934 | |
| UNISAL2026.06 | 0.542 | — | — | 0.673 | 3.38 | 0.934 | |
| STRA-NetModel Category=Dynamic model2020.03 | 0.536 | 0.923 | 0.774 | 0.662 | 3.478 | — | |
| STRA-Net2020.10 | 0.536 | 0.923 | 0.774 | 0.662 | 3.478 | — | |
| STRA-NetFPS=502020.12 | 0.536 | — | 0.774 | 0.662 | 3.47 | 0.923 | |
| UNISALTraining setting=(ii)2020.03 | 0.534 | 0.932 | 0.762 | 0.672 | 3.803 | — | |
| SalCLSTM2019.07 | 0.53 | 0.933 | 0.715 | 0.672 | 3.499 | — | |
| SalSAC2020.10 | 0.529 | 0.931 | 0.712 | 0.67 | 3.356 | — | |
| SALSACFPS=502020.12 | 0.529 | — | 0.712 | 0.67 | 3.35 | 0.931 | |
| HD2SDAadaptation mechanism=domain adaptation2020.10 | 0.52 | 0.927 | 0.774 | 0.653 | 3.139 | — | |
| Attentive CNN-LSTMTraining Setting=(ii) Hollywood-22018.01 | 0.519 | 0.912 | 0.754 | 0.609 | 3.049 | — | |
| TASED-Netpre-training=DHF1K, fine-tuning=Hollywood22019.08 | 0.507 | 0.918 | 0.768 | 0.646 | 3.302 | — | |
| TASED-NetModel Category=Dynamic model2020.03 | 0.507 | 0.918 | 0.768 | 0.646 | 3.302 | — | |
| TASED-Net2020.10 | 0.507 | 0.918 | 0.768 | 0.646 | 3.302 | — | |
| TASED-NetFPS=16.62020.12 | 0.507 | — | 0.768 | 0.64 | 3.3 | 0.918 | |
| DVAModel Category=Static model, Training setting=(vi)2020.03 | 0.497 | 0.907 | 0.753 | 0.607 | 2.942 | — | |
| UNISALTraining setting=(i)2020.03 | 0.496 | 0.92 | 0.71 | 0.612 | 3.279 | — | |
| SalEMA2019.07 | 0.487 | 0.919 | 0.708 | 0.613 | 3.186 | — | |
| SalEMAModel Category=Dynamic model, Fine-tuned=true2020.03 | 0.487 | 0.919 | 0.708 | 0.613 | 3.186 | — | |
| SalEMA2020.10 | 0.487 | 0.919 | 0.708 | 0.613 | 3.186 | — | |
| SALEMAFPS=1002020.12 | 0.487 | — | 0.708 | 0.613 | 3.18 | 0.919 | |
| Deep-NetModel Category=Static model, Training setting=(vi)2020.03 | 0.482 | 0.901 | 0.74 | 0.597 | 2.834 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(iv) DHF1K+Hollywood-2+UCF sports2018.01 | 0.479 | 0.878 | 0.686 | 0.478 | 2.06 | — | |
| Attentive CNN-LSTMTraining Setting=(i) DHF1K2018.01 | 0.471 | 0.905 | 0.757 | 0.577 | 2.517 | — | |
| Attentive CNN-LSTMTraining Setting=(iii) UCF sports2018.01 | 0.449 | 0.884 | 0.749 | 0.534 | 2.647 | — | |
| UNISALTraining setting=(iv)2020.03 | 0.432 | 0.912 | 0.75 | 0.565 | 2.897 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(iii) UCF sports2018.01 | 0.429 | 0.898 | 0.763 | 0.543 | 2.409 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(ii) Hollywood-22018.01 | 0.416 | 0.885 | 0.69 | 0.49 | 2.113 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(i) DHF1K2018.01 | 0.415 | 0.88 | 0.748 | 0.529 | 2.283 | — | |
| SalGANModel Category=Static model2020.03 | 0.393 | 0.901 | 0.789 | 0.535 | 2.542 | — | |
| UNISALTraining setting=(iii)2020.03 | 0.392 | 0.89 | 0.683 | 0.475 | 2.35 | — | |
| DVAModel Type=Static2018.01 | 0.372 | 0.886 | 0.727 | 0.482 | 2.459 | — | |
| DVA2019.07 | 0.372 | 0.86 | 0.727 | 0.482 | 2.459 | — | |
| DVA2019.08 | 0.372 | 0.886 | 0.727 | 0.482 | 2.459 | — | |
| DVAModel Category=Static model2020.03 | 0.372 | 0.886 | 0.727 | 0.482 | 2.459 | — | |
| DVA2020.10 | 0.372 | 0.886 | 0.727 | 0.482 | 2.459 | — | |
| SalEMAModel Category=Dynamic model, Training setting=(vi)2020.03 | 0.371 | 0.875 | 0.663 | 0.456 | 2.214 | — | |
| OM-CNNModel Type=Dynamic2018.01 | 0.356 | 0.887 | 0.693 | 0.446 | 2.313 | — | |
| OM-CNN2019.07 | 0.356 | 0.887 | 0.693 | 0.446 | 2.313 | — | |
| OM-CNN2019.08 | 0.356 | 0.887 | 0.693 | 0.446 | 2.313 | — | |
| SalNetModel Category=Dynamic model2020.03 | 0.356 | 0.887 | 0.693 | 0.446 | 2.313 | — | |
| SALICONModel Type=Static2018.01 | 0.321 | 0.856 | 0.711 | 0.425 | 2.013 | — | |
| SALICON2019.08 | 0.321 | 0.856 | 0.711 | 0.425 | 2.013 | — | |
| SALICONModel Category=Static model2020.03 | 0.321 | 0.856 | 0.711 | 0.425 | 2.013 | — | |
| SALICON2020.10 | 0.321 | 0.856 | 0.711 | 0.452 | 2.013 | — | |
| Rudoy et al.Model Type=Dynamic2018.01 | 0.315 | 0.783 | 0.536 | 0.302 | 1.57 | — | |
| Rudoy et al.Model Category=Dynamic model2020.03 | 0.315 | 0.783 | 0.536 | 0.302 | 1.57 | — | |
| Deep-NetModel Type=Static2018.01 | 0.3 | 0.884 | 0.736 | 0.451 | 2.066 | — | |
| Deep Net2019.08 | 0.3 | 0.884 | 0.736 | 0.451 | 2.066 | — | |
| Deep-NetModel Category=Static model2020.03 | 0.3 | 0.884 | 0.736 | 0.451 | 2.066 | — | |
| Two-streamModel Type=Dynamic2018.01 | 0.276 | 0.863 | 0.71 | 0.382 | 1.748 | — | |
| Shallow-NetModel Type=Static2018.01 | 0.276 | 0.851 | 0.694 | 0.423 | 1.68 | — | |
| STSConvNet2019.08 | 0.276 | 0.863 | 0.71 | 0.382 | 1.748 | — | |
| OM-CNNModel Category=Dynamic model2020.03 | 0.276 | 0.863 | 0.71 | 0.382 | 1.748 | — | |
| Two-streamModel Category=Dynamic model2020.03 | 0.276 | 0.863 | 0.71 | 0.382 | 1.748 | — | |
| Shallow-NetModel Category=Static model2020.03 | 0.276 | 0.851 | 0.694 | 0.423 | 1.68 | — | |
| Fang et al.Model Type=Dynamic2018.01 | 0.272 | 0.859 | 0.659 | 0.358 | 1.667 | — | |
| Fang et al.Model Category=Dynamic model2020.03 | 0.272 | 0.859 | 0.659 | 0.358 | 1.667 | — | |
| GBVSModel Type=Static2018.01 | 0.257 | 0.837 | 0.633 | 0.308 | 1.336 | — | |
| GBVSModel Category=Static model2020.03 | 0.257 | 0.837 | 0.633 | 0.308 | 1.336 | — | |
| ITTIModel Type=Static2018.01 | 0.221 | 0.788 | 0.607 | 0.257 | 1.076 | — | |
| ITTIModel Category=Static model2020.03 | 0.221 | 0.788 | 0.607 | 0.257 | 1.076 | — | |
| Hou et al.Model Type=Dynamic2018.01 | 0.202 | 0.731 | 0.58 | 0.146 | 0.684 | — | |
| Hou et al.Model Category=Dynamic model2020.03 | 0.202 | 0.731 | 0.58 | 0.146 | 0.684 | — | |
| PQFTModel Type=Dynamic2018.01 | 0.201 | 0.723 | 0.621 | 0.153 | 0.755 | — | |
| PQFTModel Category=Dynamic model2020.03 | 0.201 | 0.723 | 0.621 | 0.153 | 0.755 | — | |
| AWS-DModel Type=Dynamic2018.01 | 0.175 | 0.694 | 0.637 | 0.146 | 0.742 | — | |
| AWS-DModel Category=Dynamic model2020.03 | 0.175 | 0.694 | 0.637 | 0.146 | 0.742 | — | |
| OBDLModel Type=Dynamic2018.01 | 0.17 | 0.64 | 0.541 | 0.106 | 0.462 | — | |
| OBDLModel Category=Dynamic model2020.03 | 0.17 | 0.64 | 0.541 | 0.106 | 0.462 | — | |
| Seo et al.Model Type=Dynamic2018.01 | 0.155 | 0.652 | 0.53 | 0.076 | 0.346 | — | |
| Seo et al.Model Category=Dynamic model2020.03 | 0.155 | 0.652 | 0.53 | 0.076 | 0.346 | — |