No-Reference Image Quality Assessment on LIVEC
1SROCCHyperIQA + NT
Evaluation results
| Method | Links | |
|---|---|---|
| HyperIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 1 | |
| MANIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 1 | |
| MANIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 1 | |
| DBCNN + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.983 | |
| DBCNNAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.978 | |
| MANIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.976 | |
| MANIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.969 | |
| MANIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.942 | |
| HyperIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.941 | |
| HyperIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.941 | |
| HyperIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.938 | |
| LinearityIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.936 | |
| LinearityIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.936 | |
| MANIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.923 | |
| HyperIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.922 | |
| HyperIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.892 | |
| DBCNN + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.887 | |
| MANIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.878 | |
| MANIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.876 | |
| MANIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.871 | |
| LinearityIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.869 | |
| DBCNNAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.863 | |
| HyperIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.858 | |
| DBCNN + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.856 | |
| MANIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.847 | |
| MANIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.839 | |
| DBCNNAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.836 | |
| LinearityIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.836 | |
| MANIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.828 | |
| HyperIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.825 | |
| HyperIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.822 | |
| HyperIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.815 | |
| HyperIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.81 | |
| HyperIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.808 | |
| HyperIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.802 | |
| LinearityIQAAttack Type=Kor.*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.775 | |
| LinearityIQA + NTAttack Type=Kor.*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.775 | |
| MANIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.773 | |
| DBCNN + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.773 | |
| MANIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.772 | |
| DBCNN + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.76 | |
| LinearityIQA + NTAttack Type=UAP*, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.739 | |
| HyperIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.736 | |
| LinearityIQAAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.715 | |
| DBCNNAttack Type=UAP*, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.705 | |
| LinearityIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.685 | |
| DBCNN + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.643 | |
| LinearityIQA + NTAttack Type=Perceptual, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.567 | |
| LinearityIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.542 | |
| LinearityIQAAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.477 | |
| MANIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.428 | |
| MANIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.417 | |
| DBCNN + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.227 | |
| DBCNN + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.2 | |
| HyperIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | 0.043 | |
| HyperIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | 0.021 | |
| DBCNNAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | -0.127 | |
| DBCNNAttack Type=Perceptual, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | -0.16 | |
| DBCNNAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | -0.318 | |
| DBCNNAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | -0.333 | |
| LinearityIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | -0.347 | |
| LinearityIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=MOS & Predicted Score After Attack2024.03 | -0.375 | |
| LinearityIQA + NTAttack Type=FGSM, Training Strategy=Baseline+NT, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | -0.426 | |
| LinearityIQAAttack Type=FGSM, Training Strategy=Baseline, Evaluation Protocol=Score Before Attack & Score After Attack2024.03 | -0.429 |