Научная визуализация, 2024, том 16, номер 2, страницы 23 - 44, DOI: 10.26583/sv.16.2.03
BBMS: Investigation to Single Colour Image Visibility Improvement in Turbid Media through Biorthogonal Wavelet Based Depth-map Estimation
Автор: Sangita Roy1
ECE Department Narula Institute of Technology, Kolkata, India
1 ORCID: 0000-0002-8898-0183, roysangita@gmail.com
Аннотация
Electronic imaging needs good quality, high resolution (HR) digital images for highlighting finer details of the image. Normally images captured by ordinary digital camera are post pro cessed with available software instead of high cost CMOS sensor phased camera. Problem commonly faced with these images may get degraded due to the scattering media which deteriorates contrast, shifts colour, and make overall image whitish. Information from the distant objects suffer from poor medium transmission as well as noise amplification. Biorthogonal wavelet denoising (BWD), compress sparsely in frequency -time space, removes noise from depth estimation and makes the transmission smooth. Moreover, single image recovery is a serious challenge and ill posed problem. The recovered image improves compare to degraded image significantly and dis cards possibility of false edge detection as well as prevent colour shift and low contrast. Good quality images are found with objective evaluation. Moreover, different wavelets, thresholds, and decomposition levels have been studied and compared. Time complexity is linear due to wavelet domain analysis which makes the technique fast, reliable, and visually pleasing.
Ключевые слова: Biorthogonal wavelet, denoising, image recovery model, scattering media, dehazing, Quality Assessment, IQA (Image Quality Assessment) .