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DETERMINATION OF FISH GENDER USING FRACTAL ANALYSIS OF ULTRASOUND IMAGES
Authors:FINTAN J. MCEVOY,JONNA TOMKIEWICZ,JOSIANNE G. STØ  TTRUP,JULIE L. OVERTON,CONNI MCEVOY,EILIV SVALASTOGA
Affiliation:Department of Small Animal Clinical Sciences, Faculty of Life Sciences, Copenhagen University, Dyrlægevej 16, 1870 Frederiksberg C, Denmark, and;Department of Marine Ecology and Aquaculture, National Institute of Aquatic Resources, Danish Technical University, Denmark, and;Hustoftavagen 151, 26391 Höganas, Sweden
Abstract:The gender of cod Gadus morhua can be determined by considering the complexity in their gonadal ultrasonographic appearance. The fractal dimension ( D B) can be used to describe this feature in images. B-mode gonadal ultrasound images in 32 cod, where gender was known, were collected. Fractal analysis was performed on these images and D B was determined using the box counting method. A receiver–operating curve (ROC) was drawn for D B as a test for male fish. Using a range of D B values, the maximum accuracy for this test was calculated and compared with the accuracy for identifying male fish by subjective analysis alone. The mean (and standard deviation) of the fractal dimension D B for male fish was 1.554 (0.073) while for female fish it was 1.468 (0.061); the difference was statistically significant ( P =0.001). The area under the ROC curve was 0.84 indicating the value of fractal analysis in gender determination in cod. Maximum accuracy (0.84) for D B as a test for male fish was obtained using the threshold value D B=1.5058 compared with an accuracy of 0.78 for subjective image evaluation. The use of two thresholds, D B<1.4475 (females) and D B>1.5054 (males) gives an 80% certainty in the classification result. Fractal analysis is useful for gender determination in cod. This or a similar form of analysis may have wide application in veterinary imaging as a tool for quantification of complexity in images.
Keywords:fish    fractal    ultrasound
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