Title :
Comparative analysis of underwater image enhancement methods in different color spaces
Author :
Siaw-Lang Wong ; Yong-Poh Yu ; Ho, Nina Ann-Jin ; Paramesran, Raveendran
Author_Institution :
Dept. of Electr. Eng., Univ. of Malaya, Kuala Lumpur, Malaysia
Abstract :
A difficult challenge in obtaining clear images in underwater environment is because of poor visibility of objects due to light attenuation and color distortion. A solution to this is to do some form of enhancement of the image that eventually leads to better visualization. This paper presents a comparative analysis of three different enhancements techniques: contrast stretching (CS), histogram equalization (HE) and contrast limited adaptive histogram equalization (CLAHE) in the RGB and HSV color spaces for underwater images. Besides visual inspection, two different quantitative performance evaluation metrics, namely the Edge Contrast (EC) and BRISQUE, are used to assess the quality of the enhanced underwater images. Experimental results show that the CLAHE method performs better than CS and HE methods in both color spaces from the quality scores obtained in the EC as well as with the subjective evaluations.
Keywords :
edge detection; image colour analysis; image enhancement; light attenuation; performance evaluation; visibility; BRISQUE; CLAHE; CS; EC; HE; HSV color space; RGB color space; color distortion; contrast limited adaptive histogram equalization; contrast stretching; edge contrast; light attenuation; quantitative performance evaluation; underwater image enhancement method; visualization; Adaptive equalizers; Extraterrestrial measurements; Histograms; Image color analysis; Image edge detection; Performance evaluation; Visualization;
Conference_Titel :
Intelligent Signal Processing and Communication Systems (ISPACS), 2014 International Symposium on
Conference_Location :
Kuching
DOI :
10.1109/ISPACS.2014.7024420