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Table 1 Characteristic summary of single-artifact-based metrics

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

Method Reference Processing Resolution Test dataa Performanceb
Blurring Narvekar et al.[21] JPEG2000 768 × 512 LIVE image, TID2008, (LIVE) PC = 0.88, SC = 0.88
   Gaussian blur 768 × 512 IVC, Toyoma (LIVE) PC = 0.91, SC = 0.94
  Ciancio et al.[22] Multiple Multiple 6,000 test images Multiple
  Hassen et al.[28] Multiple 768 × 512 LIVE image PC = 0.92, SC = 0.93
  Ferzli et al.[29] JPEG2000 768 × 512 LIVE image PC = 0.88, SC = 0.87
   Gaussian blur 768 × 512 LIVE image PC = 0.93, SC = 0.94
  Varadarajan et al.[34] Gaussian blur - 24 test images PC = 0.75
  Debing et al.[35] H.264/AVC HD 1,176 test images PC = 0.85
  Maaloof et al.[37] Multiple 768 × 512 LIVE image PC = 0.96, SC = 0.95
  Chen et al.[41] Gaussian blur 768 × 512 LIVE image SC = 0.61
  Chetouani et al.[43] Gaussian blur Multiple LIVE image, IVC PC = 0.86 (LIVE), 0.94 (IVC)
  Hua et al.[44] Gaussian blur 768 × 512 LIVE image PC = 0.96, SC = 0.95
  Oprea et al.[45] JPEG2000 768 × 512 29 test images PC = 0.85
Blocking Chen et al.[46] JPEG 768 × 512 LIVE image PC = 0.96, SC = 0.94
   MPEG-2 768 × 512 LIVE video PC = 0.95, SC = 0.85
  Liu et al.[47] JPEG 768 × 512 LIVE image PC = 0.73, SC = 0.91
  Liu et al.[48] JPEG 768 × 512 LIVE image PC = 0.79, SC = 0.91
  Zhai et al.[49] JPEG 768 × 512 LIVE image PC = 0.96, SC = 0.91
  Babu et al.[50] JPEG 768 × 512 LIVE image R-square = 0.95
  Zhang et al.[52] H.264/AVC CIF 50 test videos -
  Hua et al.[53] JPEG 768 × 512 LIVE image PC = 0.92, SC = 0.83
  Suthahran et al.[55] JPEG 768 × 512 LIVE image PC = 0.94
Ringing Liu et al.[56] JPEG 768 × 512 16 test images -
  Liu et al.[57] JPEG 768 × 512 55 test images PC = 0.80, SC = 0.73
  Zuo et al.[59] - 171 × 256 LIVE image PC = 0.94
Temporal impairments Borer[71] H.264/AVC CIF, HD - -
  Huynh-Thu et al.[72] - QCIF - PC = 0.95
  Wolf[75] H.264/AVC SD VQEG phase 1 -
  Yang et al.[78] - QCIF 6 SRCs PC = 0.94
  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.