coralnet
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semantic segmentation end-point discussion
Dense prediction for coral image semantic segmentation
@qiminchen, as an addition to a FCN for performing dense annotations, you may also be interested in Multilevel Superpixel Segmentation, or Fast Multilevel Superpixel Segmentation. These were both developed for the purpose of converting sparse annotations to dense automatically.