Automated marine mammal detection from aerial imagery
Mejias, L., Duclos, G., Hodgson, A. and Maire, F. (2013) Automated marine mammal detection from aerial imagery. In: OCEANS '13 IEEE/MTS: An ocean in common, 23 - 26 September, San Diego, CA; USA pp. 1-5.
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This paper presents two algorithms to automate the detection of marine species in aerial imagery. An algorithm from an initial pilot study is presented in which morphology operations and colour analysis formed the basis of its working principle. A second approach is presented in which saturation channel and histogram-based shape profiling were used. We report on performance for both algorithms using datasets collected from an unmanned aerial system at an altitude of 1000ft. Early results have demonstrated recall values of 48.57% and 51.4%, and precision values of 4.01% and 4.97%.
|Publication Type:||Conference Paper|
|Murdoch Affiliation:||School of Veterinary and Life Sciences|
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