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

Shahid, Muhammad; Rossholm, Andreas; Lövström, Benny; Zepernick, Hans-Jürgen

doi:10.1186/1687-5281-2014-40

EURASIP Journal on Image and Video Processing

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 data^a	Performance^b
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

^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.

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