Title :
Spatio-temporal salience based video quality assessment
Author :
Gao, Xinbo ; Liu, Ni ; Lu, Wen ; Tao, Dacheng ; Li, Xuelong
Author_Institution :
VIPS Lab. & Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ. of China, Xidian Univ., Xi´´an, China
Abstract :
It is important to design an effective and efficient objective metric of the video quality in video processing areas. The most reliable way is subjective evaluation, thus the most reasonable objective metric should adequately consider characteristics of the human visual system (HVS). Visual attention (VA) is one of the essential visual phenomena of HVS, the realization of which relies on the saliency of visual field. Moreover, the saliency of visual field has a great influence on recognition, memorization and subjective evaluation of the image. This paper explores the saliency of visual field for objective quality assessment of videos. The proposed method first uses the VA model to obtain visual saliency map of the distorted video, including color, intensity and motion. Then the salient map is used to weight a structural similarity map between the original and distorted videos to get the final value of the video quality. Experimental results prove that the proposed method achieves a good correlation with subjective valuation.
Keywords :
image colour analysis; image motion analysis; image recognition; video signal processing; visual perception; HVS; VA; distorted video; human visual system; image evaluation; image memorization; image recognition; objective metric; objective quality assessment; spatio-temporal salience; structural similarity map; subjective evaluation; video processing; video quality assessment; visual attention; visual field; visual phenomena; visual saliency map; Character recognition; PSNR; Video quality assessment; human visual system; motion; spatio-temporal salience; visual attention;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5642429