UTAR Institutional Repository

Smart Sound Recovery Using Visual Microphone

Choong, Ren Jun (2020) Smart Sound Recovery Using Visual Microphone. Final Year Project, UTAR.

[img]
Preview
PDF
Download (2640Kb) | Preview

    Abstract

    The visual microphone is a passive means of remote sound recovery from a silent high-speed video by extracting the subtle vibrations of objects in the video caused by sound. Despite reporting success in some of the published literature, there is still no work investigating the effect of framewise image denoising preprocessing before sound recovery, and has limited investigations done on the effect of different colour to grayscale conversion methods in the sound recovery process. There is also an open problem on whether a high video recording framerate truly causes a recovered sound to have a lower quality. Furthermore, the existing techniques used for sound recovery generally require active human intervention. This work fills in those gaps, first by establishing that performing image denoising before sound recovery can reduce the noise power by up to 47.16 %, increase the intelligibility by 9.11 % and signal-to-noise ratio by 17.97 %. Secondly, it is found that colour to grayscale conversion methods based on the weighted mean of the red, green and blue primary colour channels, and a perceptually uniform grayscale representation used in the International Commission on Illumination 1976 L*a*b* produce the best sound recovery performance, while any form of visual enhancement degrades the recovered sound quality. Thirdly, it is established that higher recording framerates do correspond to a better-recovered sound quality. Finally, a brief discussion on the possibilities of smart sound recovery using the results of this work is discussed.

    Item Type: Final Year Project / Dissertation / Thesis (Final Year Project)
    Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering
    Divisions: Lee Kong Chian Faculty of Engineering and Science > Bachelor of Engineering (Hons) Electrical and Electronic Engineering
    Depositing User: Sg Long Library
    Date Deposited: 12 Jun 2021 05:49
    Last Modified: 12 Jun 2021 05:49
    URI: http://eprints.utar.edu.my/id/eprint/4048

    Actions (login required)

    View Item