Video saliency prediction on UCF sports (test)
0.584SIMAAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AAM2026.06 | 0.584 | — | — | 0.736 | 3.892 | 0.943 | |
| VSSM2026.06 | 0.56 | — | — | 0.705 | 3.908 | 0.936 | |
| TFS-Net2026.06 | 0.558 | — | — | 0.664 | 3.653 | 0.93 | |
| MSFF-Net2026.06 | 0.557 | — | — | 0.698 | 3.769 | 0.933 | |
| SALSACFPS=502020.12 | 0.534 | — | 0.806 | 0.671 | 3.52 | 0.926 | |
| UNISALTraining setting=(vi)2020.03 | 0.523 | 0.918 | 0.775 | 0.644 | 3.381 | — | |
| UNISALFPS=1112020.12 | 0.523 | — | 0.775 | 0.644 | 3.38 | 0.918 | |
| ViNetFPS=62.52020.12 | 0.522 | — | 0.81 | 0.673 | 3.62 | 0.924 | |
| UNISALTraining setting=(v)2020.03 | 0.514 | 0.917 | 0.786 | 0.642 | 3.26 | — | |
| UNISALTraining setting=(iii)2020.03 | 0.502 | 0.908 | 0.764 | 0.614 | 3.076 | — | |
| UNISAL2026.06 | 0.498 | — | — | 0.636 | 3.189 | 0.917 | |
| Attentive CNN-LSTMTraining Setting=(iii) UCF sports2018.01 | 0.496 | 0.905 | 0.767 | 0.603 | 3.2 | — | |
| STRA-NetModel Category=Dynamic model2020.03 | 0.479 | 0.91 | 0.751 | 0.593 | 3.018 | — | |
| STRA-NetFPS=502020.12 | 0.479 | — | 0.751 | 0.593 | 3.01 | 0.91 | |
| SalCLSTM2019.07 | 0.477 | 0.914 | 0.782 | 0.611 | 3.063 | — | |
| TASED-Netpre-training=DHF1K, fine-tuning=UCFSports2019.08 | 0.469 | 0.899 | 0.752 | 0.582 | 2.92 | — | |
| TASED-NetModel Category=Dynamic model2020.03 | 0.469 | 0.899 | 0.752 | 0.582 | 2.92 | — | |
| TASED-NetFPS=16.62020.12 | 0.469 | — | 0.752 | 0.582 | 2.92 | 0.899 | |
| UNISALTraining setting=(i)2020.03 | 0.443 | 0.896 | 0.717 | 0.553 | 2.689 | — | |
| UNISALTraining setting=(ii)2020.03 | 0.44 | 0.892 | 0.735 | 0.566 | 2.768 | — | |
| SalEMA2019.07 | 0.431 | 0.906 | 0.74 | 0.544 | 2.638 | — | |
| SalEMAModel Category=Dynamic model, Fine-tuned=true2020.03 | 0.431 | 0.906 | 0.74 | 0.544 | 2.638 | — | |
| SALEMAFPS=1002020.12 | 0.431 | — | 0.74 | 0.544 | 2.63 | 0.906 | |
| UNISALTraining setting=(iv)2020.03 | 0.428 | 0.892 | 0.776 | 0.561 | 2.74 | — | |
| Attentive CNN-LSTMTraining Setting=(iv) DHF1K+Hollywood-2+UCF sports2018.01 | 0.406 | 0.897 | 0.744 | 0.51 | 2.567 | — | |
| ACLnet2019.07 | 0.406 | 0.897 | 0.744 | 0.51 | 2.567 | — | |
| ACLNet2019.08 | 0.406 | 0.897 | 0.744 | 0.51 | 2.567 | — | |
| ACLNetModel Category=Dynamic model, Training setting=(vi)2020.03 | 0.406 | 0.897 | 0.744 | 0.51 | 2.567 | — | |
| ACLNetFPS=502020.12 | 0.406 | — | 0.744 | 0.51 | 2.56 | 0.897 | |
| Attentive CNN-LSTMTraining Setting=(i) DHF1K2018.01 | 0.403 | 0.894 | 0.742 | 0.517 | 2.559 | — | |
| DVAModel Category=Static model, Training setting=(vi)2020.03 | 0.387 | 0.892 | 0.74 | 0.492 | 2.503 | — | |
| SalEMAModel Category=Dynamic model, Training setting=(vi)2020.03 | 0.381 | 0.899 | 0.769 | 0.521 | 2.503 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(iv) DHF1K+Hollywood-2+UCF sports2018.01 | 0.379 | 0.877 | 0.685 | 0.411 | 1.899 | — | |
| Deep-NetModel Category=Static model, Training setting=(vi)2020.03 | 0.365 | 0.88 | 0.729 | 0.475 | 2.448 | — | |
| Attentive CNN-LSTMTraining Setting=(ii) Hollywood-22018.01 | 0.364 | 0.874 | 0.727 | 0.452 | 2.186 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(iii) UCF sports2018.01 | 0.354 | 0.884 | 0.743 | 0.5 | 2.339 | — | |
| DVAModel Type=Static2018.01 | 0.339 | 0.872 | 0.725 | 0.439 | 2.311 | — | |
| DVA2019.07 | 0.339 | 0.872 | 0.725 | 0.439 | 2.311 | — | |
| DVA2019.08 | 0.339 | 0.872 | 0.725 | 0.439 | 2.311 | — | |
| DVAModel Category=Static model2020.03 | 0.339 | 0.872 | 0.725 | 0.439 | 2.311 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(i) DHF1K2018.01 | 0.333 | 0.853 | 0.719 | 0.435 | 1.946 | — | |
| SalGANModel Category=Static model2020.03 | 0.332 | 0.876 | 0.762 | 0.47 | 2.238 | — | |
| Attentive CNN-LSTM (Attention module ablation)Training Setting=(ii) Hollywood-22018.01 | 0.322 | 0.86 | 0.656 | 0.367 | 1.667 | — | |
| OM-CNNModel Type=Dynamic2018.01 | 0.321 | 0.87 | 0.691 | 0.405 | 2.089 | — | |
| OM-CNN2019.07 | 0.321 | 0.87 | 0.691 | 0.405 | 2.089 | — | |
| OM-CNN2019.08 | 0.321 | 0.87 | 0.691 | 0.405 | 2.089 | — | |
| SalNetModel Category=Dynamic model2020.03 | 0.321 | 0.87 | 0.691 | 0.405 | 2.089 | — | |
| Seo et al.Model Type=Dynamic2018.01 | 0.308 | 0.831 | 0.666 | 0.336 | 1.69 | — | |
| Seo et al.Model Category=Dynamic model2020.03 | 0.308 | 0.831 | 0.666 | 0.336 | 1.69 | — | |
| Fang et al.Model Type=Dynamic2018.01 | 0.307 | 0.845 | 0.674 | 0.395 | 1.787 | — | |
| Fang et al.Model Category=Dynamic model2020.03 | 0.307 | 0.845 | 0.674 | 0.395 | 1.787 | — | |
| SALICONModel Type=Static2018.01 | 0.304 | 0.848 | 0.738 | 0.375 | 1.838 | — | |
| SALICONModel Category=Static model2020.03 | 0.304 | 0.848 | 0.738 | 0.375 | 1.838 | — | |
| Deep-NetModel Type=Static2018.01 | 0.282 | 0.861 | 0.719 | 0.414 | 1.903 | — | |
| Deep Net2019.08 | 0.282 | 0.861 | 0.719 | 0.414 | 1.903 | — | |
| Deep-NetModel Category=Static model2020.03 | 0.282 | 0.861 | 0.719 | 0.414 | 1.903 | — | |
| Hou et al.Model Type=Dynamic2018.01 | 0.276 | 0.819 | 0.674 | 0.292 | 1.399 | — | |
| Shallow-NetModel Type=Static2018.01 | 0.276 | 0.846 | 0.691 | 0.382 | 1.789 | — | |
| Hou et al.Model Category=Dynamic model2020.03 | 0.276 | 0.819 | 0.674 | 0.292 | 1.399 | — | |
| Shallow-NetModel Category=Static model2020.03 | 0.276 | 0.846 | 0.691 | 0.382 | 1.789 | — | |
| GBVSModel Type=Static2018.01 | 0.274 | 0.859 | 0.697 | 0.396 | 1.818 | — | |
| GBVS2019.08 | 0.274 | 0.859 | 0.697 | 0.396 | 1.818 | — | |
| GBVSModel Category=Static model2020.03 | 0.274 | 0.859 | 0.697 | 0.396 | 1.818 | — | |
| Rudoy et al.Model Type=Dynamic2018.01 | 0.271 | 0.763 | 0.637 | 0.344 | 1.619 | — | |
| Rudoy et al.Model Category=Dynamic model2020.03 | 0.271 | 0.763 | 0.637 | 0.344 | 1.619 | — | |
| Two-streamModel Type=Dynamic2018.01 | 0.264 | 0.832 | 0.685 | 0.343 | 1.753 | — | |
| OM-CNNModel Category=Dynamic model2020.03 | 0.264 | 0.832 | 0.685 | 0.343 | 1.753 | — | |
| Two-streamModel Category=Dynamic model2020.03 | 0.264 | 0.832 | 0.685 | 0.343 | 1.753 | — | |
| ITTIModel Type=Static2018.01 | 0.251 | 0.847 | 0.725 | 0.356 | 1.64 | — | |
| ITTIModel Category=Static model2020.03 | 0.251 | 0.847 | 0.725 | 0.356 | 1.64 | — | |
| PQFTModel Type=Dynamic2018.01 | 0.25 | 0.825 | 0.722 | 0.338 | 1.78 | — | |
| PQFTModel Category=Dynamic model2020.03 | 0.25 | 0.825 | 0.722 | 0.338 | 1.78 | — | |
| AWS-DModel Type=Dynamic2018.01 | 0.228 | 0.823 | 0.75 | 0.306 | 1.631 | — | |
| AWS-DModel Category=Dynamic model2020.03 | 0.228 | 0.823 | 0.75 | 0.306 | 1.631 | — | |
| OBDLModel Type=Dynamic2018.01 | 0.193 | 0.759 | 0.634 | 0.234 | 1.382 | — | |
| OBDLModel Category=Dynamic model2020.03 | 0.193 | 0.759 | 0.634 | 0.234 | 1.382 | — |