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In this paper problem of accurate segmentation of images presenting melted specimens of metal is considered. Firstly the theory of thermal phenomena influence on recorded images is explained. A review of most popular edge-based segmentation methods is provided. Results of applying drop shape analysis algorithm to segmented images are presented, analyzed and discussed.