EEG-based classification of video quality perception using steady state visual evoked potentials (SSVEPs)

Journal of Neural Engineering
Laura AcqualagnaBenjamin Blankertz

Abstract

Recent studies exploit the neural signal recorded via electroencephalography (EEG) to get a more objective measurement of perceived video quality. Most of these studies capitalize on the event-related potential component P3. We follow an alternative approach to the measurement problem investigating steady state visual evoked potentials (SSVEPs) as EEG correlates of quality changes. Unlike the P3, SSVEPs are directly linked to the sensory processing of the stimuli and do not require long experimental sessions to get a sufficient signal-to-noise ratio. Furthermore, we investigate the correlation of the EEG-based measures with the outcome of the standard behavioral assessment. As stimulus material, we used six gray-level natural images in six levels of degradation that were created by coding the images with the HM10.0 test model of the high efficiency video coding (H.265/MPEG-HEVC) using six different compression rates. The degraded images were presented in rapid alternation with the original images. In this setting, the presence of SSVEPs is a neural marker that objectively indicates the neural processing of the quality changes that are induced by the video coding. We tested two different machine learning methods to classify such...Continue Reading

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Citations

Jan 29, 2016·Computational Intelligence and Neuroscience·Jérémy FreyMartin Hachet
Nov 5, 2016·Journal of Neuroscience Methods·Irene SturmKlaus-Robert Müller
Nov 4, 2016·Scientific Reports·Byoung-Kyong MinKlaus-Robert Müller
Dec 24, 2015·Journal of Neural Engineering·Dong-Ok WonSeong-Whan Lee
Dec 14, 2018·Journal of Neural Engineering·Stefan UhrigJan-Niklas Voigt-Antons
Dec 9, 2015·Journal of Neural Engineering·Markus A Wenzel Benjamin Blankertz
May 26, 2017·Journal of Neural Engineering·Forooz Shahbazi AvarvandWojciech Samek
Dec 6, 2016·Frontiers in Neuroscience·Benjamin BlankertzKlaus-Robert Müller
Feb 6, 2020·Cognitive Neurodynamics·Susmita SenGoutam Saha
Apr 6, 2019·Journal of Neural Engineering·Stefan UhrigJan-Niklas Voigt-Antons

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