Fully Convolutional Network with Superpixel Parsing for Fashion Web Image Segmentation

作者: Lixuan Yang , Helena Rodriguez , Michel Crucianu , Marin Ferecatu

DOI: 10.1007/978-3-319-51811-4_12

关键词: Convolutional neural networkPattern recognitionComputer scienceSegmentationArtificial intelligenceParsingFunction (mathematics)PixelContext (language use)Energy (signal processing)Computer visionImage (mathematics)

摘要: In this paper we introduce a new method for extracting deformable clothing items from still images by extending the output of Fully Convolutional Neural Network (FCN) to infer context local units (superpixels). To achieve optimize an energy function, that combines large scale structure image with low-level visual descriptions superpixels, over space all possible pixel labellings. assess our compare it unmodified FCN network used as baseline, well well-known Paper Doll and Co-parsing methods fashion images.

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