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
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;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421562