No-Reference Video Quality Assessment on YouTube-UGC
0.914SRCCFineVQ
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FineVQ2026.01 | 0.914 | 0.91 | — | — | |
| DAGR-VQA2026.01 | 0.91 | 0.913 | — | — | |
| MaxVQA2026.01 | 0.894 | 0.89 | — | — | |
| DOVER2026.01 | 0.89 | 0.891 | — | — | |
| ViNet-SIntegrated with=SpatiotempVQA2026.01 | 0.887 | 0.89 | — | — | |
| DiffSalIntegrated with=SpatiotempVQA2026.01 | 0.884 | 0.883 | — | — | |
| UNISALIntegrated with=SpatiotempVQA2026.01 | 0.875 | 0.876 | — | — | |
| PTM-VQA2026.01 | 0.858 | 0.857 | — | — | |
| FastVQA2026.01 | 0.855 | 0.852 | — | — | |
| BVQA-2022Attack Status=Before Attack2023.09 | 0.8145 | 0.85 | — | — | |
| BVQA-2022Attack Setting=White-box, Norm Constraint=L2, Attack Status=Original2023.09 | 0.8145 | 0.85 | — | — | |
| BVQA-2022adversarial_attack=none, attacked=false2023.09 | 0.8145 | 0.85 | — | — | |
| BVQA-2022Attack Status=Before Attack2023.09 | 0.8145 | 0.85 | — | — | |
| BVQA-2022Condition=Clean (No attack)2023.09 | 0.8145 | 0.85 | — | — | |
| TiVQAAttack Status=Before Attack2023.09 | 0.7907 | 0.8177 | — | — | |
| TiVQAAttack Setting=White-box, Norm Constraint=L2, Attack Status=Original2023.09 | 0.7907 | 0.8177 | — | — | |
| TiVQAadversarial_attack=none, attacked=false2023.09 | 0.7907 | 0.8177 | — | — | |
| TiVQAAttack Status=Before Attack2023.09 | 0.7907 | 0.8177 | — | — | |
| TiVQACondition=Clean (No attack)2023.09 | 0.7907 | 0.8177 | — | — | |
| VIDEVAL2026.01 | 0.779 | 0.773 | — | — | |
| MDTVSFAAttack Status=Before Attack2023.09 | 0.7683 | 0.795 | — | — | |
| MDTVSFAAttack Status=Before Attack2023.09 | 0.7683 | 0.795 | — | — | |
| MDTVSFAAttack Status=Before attack, Setting=White-box, Constraint=L2 norm2023.09 | 0.7683 | 0.795 | — | — | |
| MDTVSFAAttack status=Before attack, White-box setting=false2023.09 | 0.7683 | 0.795 | — | — | |
| VSFAAttack Status=Before Attack2023.09 | 0.7492 | 0.7721 | — | — | |
| VSFAAttack Status=Before Attack2023.09 | 0.7492 | 0.7721 | — | — | |
| VSFAAttack Status=Before attack, Setting=White-box, Constraint=L2 norm2023.09 | 0.7492 | 0.7721 | — | — | |
| VSFAAttack status=Before attack, White-box setting=false2023.09 | 0.7492 | 0.7721 | — | — | |
| BVQA-2022Attack Status=After Black-Box Attack2023.09 | 0.3951 | 0.4306 | 2.1072 | — | |
| BRISQUE2026.01 | 0.382 | 0.395 | — | — | |
| MDTVSFAAttack Status=After Black-Box Attack2023.09 | -0.0646 | 0.0532 | 1.508 | — | |
| TiVQAAttack Status=After Black-Box Attack2023.09 | -0.1357 | -0.0087 | 1.3478 | — | |
| VSFAAttack Status=After Black-Box Attack2023.09 | -0.2231 | -0.1017 | 1.5499 | — | |
| TiVQAadversarial_attack=white-box (L_inf norm), attacked=true2023.09 | -0.6034 | -0.7199 | 0.0479 | — | |
| TiVQACondition=Under L_inf attack, Attack Setting=White-box2023.09 | -0.6034 | -0.7199 | 0.0479 | — | |
| Score-Reversed Boundary LossTarget Model=TiVQA, Attack Status=After Attack, Constraint=L2 norm, Setting=white-box2023.09 | -0.6179 | -0.7356 | 0.0574 | — | |
| TiVQAAttack Setting=White-box, Norm Constraint=L2, Attack Status=Under Attack (Score-Reversed Boundary Loss)2023.09 | -0.6179 | -0.7356 | — | 0.0574 | |
| Score-Reversed Boundary LossTarget Model=BVQA-2022, Attack Status=After Attack, Constraint=L2 norm, Setting=white-box2023.09 | -0.6696 | -0.6177 | 0.1118 | — | |
| BVQA-2022Attack Setting=White-box, Norm Constraint=L2, Attack Status=Under Attack (Score-Reversed Boundary Loss)2023.09 | -0.6696 | -0.6177 | — | 0.1118 | |
| BVQA-2022adversarial_attack=white-box (L_inf norm), attacked=true2023.09 | -0.692 | -0.6889 | 0.0817 | — | |
| BVQA-2022Condition=Under L_inf attack, Attack Setting=White-box2023.09 | -0.692 | -0.6889 | 0.0817 | — | |
| Score-Reversed Boundary LossTarget Model=VSFA, Attack Status=After Attack, Constraint=L2 norm, Setting=white-box2023.09 | -0.7071 | -0.8018 | -0.3585 | — | |
| VSFAAttack Status=After attack, Setting=White-box, Constraint=L2 norm2023.09 | -0.7071 | -0.8018 | -0.3585 | — | |
| VSFAAttack status=After attack, White-box setting=true, L2 norm constraint=True2023.09 | -0.7071 | -0.8018 | -0.3585 | — | |
| Score-Reversed Boundary LossTarget Model=MDTVSFA, Attack Status=After Attack, Constraint=L2 norm, Setting=white-box2023.09 | -0.7223 | -0.7939 | -0.2883 | — | |
| MDTVSFAAttack Status=After attack, Setting=White-box, Constraint=L2 norm2023.09 | -0.7223 | -0.7939 | -0.2883 | — | |
| MDTVSFAAttack status=After attack, White-box setting=true, L2 norm constraint=True2023.09 | -0.7223 | -0.7939 | -0.2883 | — |