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Table 2 Characteristic summary of multiple-artifacts-based and features measures-based metrics

From: No-reference image and video quality assessment: a classification and review of recent approaches

Method Reference Processing Resolution Test dataa Performanceb
Multiple Liang et al.[19] JPEG2000 768 × 512 LIVE image, TID2008 (LIVE) PC = 0.92, SC = 0.94
artifacts Pastrana et al.[80] MPEG-4 QCIF, CIF 6 SRCs PC = 0.9, SC = 0.9
NR-P-based Oelbaum et al.[82] H.264/AVC CIF 300 test videos PC = 0.82, SC = 0.75
  Choi et al.[83] JPEG2000, noise 768 × 512 LIVE image PC = 0.91
  Cohen et al.[84] Noise and blur 256 × 256 75 test images -
  Zhu et al.[86] JPEG2000 512 × 768 LIVE image -
  Narwaria et al.[88] Multiple Multiple Multiple (LIVE) PC = 0.8894
  Liu et al.[89] JPEG, JPEG2000 768 × 512 LIVE image PC = 0.92
Natural scene Zhou et al.[99] JPEG2000 768 × 512 LIVE image -
statistics Lu et al.[100] Multiple 768 × 512 LIVE image Multiple
  Shen et al.[102] Multiple 512 × 512 LIVE +26,260 test images Multiple
  Moorthy et al.[103] Multiple 768 × 512,512 × 384 LIVE image, TID2008 Multiple
Pixel-based Gastaldo et al.[111] JPEG 480 × 720,768 × 512 LIVE image PC = 0.94
features Li et al.[112] Multiple 768 × 512 LIVE image PC = 0.87, SC = 0.87
  Zhang et al.[113] JPEG2000 768 × 512 LIVE image PC = 0.93, SC = 0.92
  Zhang et al.[97] JPEG, JPEG2000 768 × 512 LIVE image PC = 0.92, SC = 0.92
  Yao et al.[119] - - VQEG phase 1 PC = 0.86, SC = 0.85
  Ries et al.[121] H.264/AVC SIF 10 SRCs PC = 0.93
  Ries et al.[122] H.264/AVC SIF 10 SRCs PC = 0.93
Pixel-based Sazzad et al.[114] JPEG2000 768 × 512 LIVE image PC = 0.93, SC = 0.96
features and Jiang et al.[127] MPEG-2 HD 72 test images PC = 0.91
artifacts Keimel et al.[129] H.264/AVC HD 7 SRC videos PC = 0.86, SC = 0.85
  Sazzad et al.[130] JPEG 640 × 480 490 test image pairs PC = 0.93
  1. aThe used test database; bperformance denotes the correlation with subjective assessment, unless stated otherwise; SRC, source sequence; PC, Pearson’s correlation coefficient; SC, Spearman’s rank order correlation coefficient.