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This paper presents a new approach to the automated detection of pathologies using chest X-ray imaging. The approach is based on the use of the spot feature. Various methods of interest zones selection and segmentation are explored in the paper, the algorithms of their implementation are proposed. Experimental observations have suggested that preliminary image processing is necessary to enhance the method application effectiveness.doi:10.12988/ams.2014.410841 fatcat:b6cdm675nnfvndkprlfiahs4tq