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Table 2 The ML-based systems analyzed in this paper

From: Supporting visual quality assessment with machine learning

VQA method

Target

Reference signal

Number of

Feature space

Mapping

ML paradigm

  

availability

features

 

function

 

Narwaria and Lin [24]

Image/video

FR

256

SVD

Single

SVM

Charrier et al. [22]

Image

FR

25

Spatial/frequency criteria

Multiple

SVM

Redi et al. [16]

Image

RR

60

Correlogram

Multiple

SVM/CBP

Li et al. [18]

Image

NR

4

Perceptual contents

Single

GRNN

Moorthy and Bovik [19]

Image

NR

88

Steerable pyramid decomposition

Multiple

SVM

Staelens et al. [12]

Video

NR

4

Bitstream-based parameters

Single

GP