Underwater Fish Detection with Weak Multi-Domain Supervision

26 May 2019Dmitry A. KonovalovAlzayat SalehMichael BradleyMangalam SankupellaySimone MariniMarcus Sheaves

Given a sufficiently large training dataset, it is relatively easy to train a modern convolution neural network (CNN) as a required image classifier. However, for the task of fish classification and/or fish detection, if a CNN was trained to detect or classify particular fish species in particular background habitats, the same CNN exhibits much lower accuracy when applied to new/unseen fish species and/or fish habitats... (read more)

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