DocumentCode
3043303
Title
Modelling visual attention and motion effect for visual quality evaluation
Author
Lu, Zhongkang ; Yang, X.K. ; Lin, W.S. ; Ong, E.P. ; Yao, Susu
Author_Institution
Agency for Sci., Technol. & Res., Inst. for Infocomm Res., Singapore
Volume
4
fYear
2004
fDate
24-27 Oct. 2004
Firstpage
2311
Abstract
The perceptual visual quality evaluation of Human Visual System (HVS) is very complex. It concerns almost all aspects of visual processing in vision path, from low-level neuron activities to high-level visual perception. Existing perceptual Visual Quality Metrics (VQMs) only considered several of the mechanisms of HVS and many others are ignored. In this paper, two global modulatory factors, visual attention and motion suppression, are modelled and combined to form a mathematic expression - Perceptual Quality Significant Level (PQSL). To a certain extent, it is believed that PQSL value reflect the processing ability of human brain on local visual contents. To evaluate their effects on visual quality evaluation, two VQMs are proposed. One is a MSE-like VQM based on PQSL-modulated JND profile, which was proposed in Z.K. Lu et al., (2004); the other VQM is based on Wang´s visual quality assessment Zhou Wang et al., (2004) PQSL values are used to adjust the weights of his structural similarity index. Experimental results show that introducing of the global modulatory factors can improve the performance of current visual quality metrics.
Keywords
brain; neurophysiology; visual perception; HVS; JND profile; MSE; PQSL; VQM; global modulatory factor; human brain; human visual system; low-level neuron activity; mean square error; motion suppression; perceptual quality significant level; vision path; visual attention; visual processing; visual quality metric; Decoding; Distortion measurement; Humans; Layout; Neurons; Noise measurement; Object recognition; Psychology; Quality assessment; Visual perception;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-8554-3
Type
conf
DOI
10.1109/ICIP.2004.1421562
Filename
1421562
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