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ResearchFormerly WizWand

No-Reference Image Quality Assessment on LIVEC (test)

0.875PLCC (MOS vs Predicted After Attack)DBCNN
-0.55188-0.181440.1890.55944Mar 18, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DBCNNTraining Strategy=base, Adversarial Attack=Kor.*2024.030.8750.972——
HyperIQATraining Strategy=NT, Adversarial Attack=Perceptual2024.030.8681——
DBCNNTraining Strategy=NT, Adversarial Attack=Kor.*2024.030.8680.98——
MANIQATraining Strategy=NT, Adversarial Attack=FGSM2024.030.8610.929——
MANIQATraining Strategy=NT, Adversarial Attack=Kor.*2024.030.8560.969——
MANIQATraining Strategy=base, Adversarial Attack=Kor.*2024.030.8380.942——
MANIQATraining Strategy=NT, Adversarial Attack=UAP*2024.030.8370.995——
HyperIQATraining Strategy=base, Adversarial Attack=Perceptual2024.030.830.937——
HyperIQATraining Strategy=NT, Adversarial Attack=UAP*2024.030.8170.943——
HyperIQATraining Strategy=NT, Adversarial Attack=Kor.*2024.030.8060.933——
HyperIQATraining Strategy=NT, Adversarial Attack=FGSM2024.030.8010.926——
HyperIQATraining Strategy=base, Adversarial Attack=Kor.*2024.030.8010.875——
DBCNNTraining Strategy=NT, Adversarial Attack=UAP*2024.030.7760.884——
LinearityIQATraining Strategy=base, Adversarial Attack=Kor.*2024.030.7740.914——
LinearityIQATraining Strategy=NT, Adversarial Attack=Kor.*2024.030.7740.933——
MANIQATraining Strategy=base, Adversarial Attack=UAP*2024.030.7660.998——
HyperIQATraining Strategy=base, Adversarial Attack=UAP*2024.030.7330.826——
LinearityIQATraining Strategy=NT, Adversarial Attack=UAP*2024.030.7290.876——
DBCNNTraining Strategy=base, Adversarial Attack=UAP*2024.030.7010.811——
MANIQATraining Strategy=base, Adversarial Attack=Perceptual2024.030.6960.928——
LinearityIQATraining Strategy=base, Adversarial Attack=UAP*2024.030.6940.805——
MANIQATraining Strategy=NT, Adversarial Attack=Perceptual2024.030.6910.978——
MANIQATraining Strategy=base, Adversarial Attack=FGSM2024.030.5990.535——
DBCNNTraining Strategy=NT, Adversarial Attack=Perceptual2024.030.5850.719——
LinearityIQATraining Strategy=NT, Adversarial Attack=Perceptual2024.030.5280.582——
LinearityIQATraining Strategy=base, Adversarial Attack=Perceptual2024.030.4870.522——
DBCNNTraining Strategy=NT, Adversarial Attack=FGSM2024.030.2510.196——
HyperIQATraining Strategy=base, Adversarial Attack=FGSM2024.03-0.0090.042——
DBCNNTraining Strategy=base, Adversarial Attack=Perceptual2024.03-0.03-0.005——
DBCNNTraining Strategy=base, Adversarial Attack=FGSM2024.03-0.383-0.418——
LinearityIQATraining Strategy=NT, Adversarial Attack=FGSM2024.03-0.387-0.439——
LinearityIQATraining Strategy=base, Adversarial Attack=FGSM2024.03-0.497-0.569——
DBCNNAttack=FGSM, Training Strategy=Baseline2024.03——32.778-0.333
DBCNNAttack=FGSM, Training Strategy=NT2024.03——19.0650.227
DBCNNAttack=Perceptual, Training Strategy=Baseline2024.03——63.991-0.16
DBCNNAttack=Perceptual, Training Strategy=NT2024.03——14.5240.773
DBCNNAttack=UAP*, Training Strategy=Baseline2024.03——14.8330.836
DBCNNAttack=UAP*, Training Strategy=NT2024.03——10.9220.887
DBCNNAttack=Kor.*, Training Strategy=Baseline2024.03——6.5140.978
DBCNNAttack=Kor.*, Training Strategy=NT2024.03——5.2980.983
HyperIQAAttack=FGSM, Training Strategy=Baseline2024.03——19.1740.043
HyperIQAAttack=FGSM, Training Strategy=NT2024.03——7.8850.941
HyperIQAAttack=Perceptual, Training Strategy=Baseline2024.03——6.360.938
HyperIQAAttack=Perceptual, Training Strategy=NT2024.03——0.131
HyperIQAAttack=UAP*, Training Strategy=Baseline2024.03——10.5830.825
HyperIQAAttack=UAP*, Training Strategy=NT2024.03——8.1310.941
HyperIQAAttack=Kor.*, Training Strategy=Baseline2024.03——13.6980.892
HyperIQAAttack=Kor.*, Training Strategy=NT2024.03——10.1070.922
LinearityIQAAttack=FGSM, Training Strategy=Baseline2024.03——48.128-0.429
LinearityIQAAttack=FGSM, Training Strategy=NT2024.03——36.988-0.426
LinearityIQAAttack=Perceptual, Training Strategy=Baseline2024.03——115.7320.542
LinearityIQAAttack=Perceptual, Training Strategy=NT2024.03——80.8570.685
LinearityIQAAttack=UAP*, Training Strategy=Baseline2024.03——20.8130.836
LinearityIQAAttack=UAP*, Training Strategy=NT2024.03——19.4340.869
LinearityIQAAttack=Kor.*, Training Strategy=Baseline2024.03——14.8070.936
LinearityIQAAttack=Kor.*, Training Strategy=NT2024.03——12.4070.936
MANIQAAttack=FGSM, Training Strategy=Baseline2024.03——15.5490.428
MANIQAAttack=FGSM, Training Strategy=NT2024.03——6.5620.878
MANIQAAttack=Perceptual, Training Strategy=Baseline2024.03——0.0791
MANIQAAttack=Perceptual, Training Strategy=NT2024.03——0.1891
MANIQAAttack=UAP*, Training Strategy=Baseline2024.03——5.7950.923
MANIQAAttack=UAP*, Training Strategy=NT2024.03——5.5920.976
MANIQAAttack=Kor.*, Training Strategy=Baseline2024.03——7.7590.942
MANIQAAttack=Kor.*, Training Strategy=NT2024.03——6.680.969