DeepProp: Extracting Deep Features from a Single Image for Edit Propagation

dc.contributor.authorEndo, Yukien_US
dc.contributor.authorIizuka, Satoshien_US
dc.contributor.authorKanamori, Yoshihiroen_US
dc.contributor.authorMitani, Junen_US
dc.contributor.editorJoaquim Jorge and Ming Linen_US
dc.date.accessioned2016-04-26T08:37:53Z
dc.date.available2016-04-26T08:37:53Z
dc.date.issued2016en_US
dc.description.abstractEdit propagation is a technique that can propagate various image edits (e.g., colorization and recoloring) performed via user strokes to the entire image based on similarity of image features. In most previous work, users must manually determine the importance of each image feature (e.g., color, coordinates, and textures) in accordance with their needs and target images. We focus on representation learning that automatically learns feature representations only from user strokes in a single image instead of tuning existing features manually. To this end, this paper proposes an edit propagation method using a deep neural network (DNN). Our DNN, which consists of several layers such as convolutional layers and a feature combiner, extracts strokeadapted visual features and spatial features, and then adjusts the importance of them. We also develop a learning algorithm for our DNN that does not suffer from the vanishing gradient problem, and hence avoids falling into undesirable locally optimal solutions. We demonstrate that edit propagation with deep features, without manual feature tuning, can achieve better results than previous work.en_US
dc.description.number2en_US
dc.description.sectionheadersData-driven Imagesen_US
dc.description.seriesinformationComputer Graphics Forumen_US
dc.description.volume35en_US
dc.identifier.doi10.1111/cgf.12822en_US
dc.identifier.issn1467-8659en_US
dc.identifier.pages189-201en_US
dc.identifier.urihttps://doi.org/10.1111/cgf.12822en_US
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectI.4.0 [Image Processing And Computer Vision]en_US
dc.subjectGeneralen_US
dc.titleDeepProp: Extracting Deep Features from a Single Image for Edit Propagationen_US
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