Title :
A working spatio-temporal model of the human visual system for image restoration and quality assessment applications
Author :
van den Branden Lambrecht, Christian J.
Author_Institution :
Signal Process. Lab., Swiss Federal Inst. of Technol., Lausanne, Switzerland
Abstract :
This paper describes a spatio-temporal model of the human visual system (HVS) for video imaging applications, predicting the response of the neurons of the primary visual cortex. The model simulates the behavior of the HVS with a three-dimensional filter bank which decomposes the data into perceptual channels, each one being tuned to a specific spatial frequency, orientation and temporal frequency. It further accounts for contrast sensitivity, inter-stimuli masking and spatio-temporal interaction. The free parameters of the model have been estimated by psychophysics. The model can then be used as the basis for many applications. As an example, a quality metric for coded video sequences is presented
Keywords :
band-pass filters; filtering theory; image restoration; multidimensional digital filters; video coding; visual perception; coded video sequences; contrast sensitivity; free parameters; human visual system; image quality assessment; image restoration; interstimuli masking; neurons response; orientation; perceptual channels; primary visual cortex; psychophysics; quality metric; spatial frequency; spatiotemporal interaction; spatiotemporal model; temporal frequency; three-dimensional filter bank; video imaging applications; Brain modeling; Filter bank; Frequency; Humans; Image restoration; Neurons; Predictive models; Psychology; Quality assessment; Visual system;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3192-3
DOI :
10.1109/ICASSP.1996.547739