书目名称 | Imaging, Vision and Learning Based on Optimization and PDEs | 副标题 | IVLOPDE, Bergen, Nor | 编辑 | Xue-Cheng Tai,Egil Bae,Marius Lysaker | 视频video | | 丛书名称 | Mathematics and Visualization | 图书封面 |  | 描述 | .This volume presents the peer-reviewed proceedings of the international conference Imaging, Vision and Learning Based on Optimization and PDEs (IVLOPDE), held in Bergen, Norway, in August/September 2016. The contributions cover state-of-the-art research on mathematical techniques for image processing, computer vision and machine learning based on optimization and partial differential equations (PDEs). .It has become an established paradigm to formulate problems within image processing and computer vision as PDEs, variational problems or finite dimensional optimization problems. This compact yet expressive framework makes it possible to incorporate a range of desired properties of the solutions and to design algorithms based on well-founded mathematical theory. A growing body of research has also approached more general problems within data analysis and machine learning from the same perspective, and demonstrated the advantages over earlier, more established algorithms. .This volume will appeal to all mathematicians and computer scientists interested in novel techniques and analytical results for optimization, variational models and PDEs, together with experimental results on appli | 出版日期 | Conference proceedings 2018 | 关键词 | image processing; computer vision; machine learning pattern recognition; optimization; partial different | 版次 | 1 | doi | https://doi.org/10.1007/978-3-319-91274-5 | isbn_ebook | 978-3-319-91274-5Series ISSN 1612-3786 Series E-ISSN 2197-666X | issn_series | 1612-3786 | copyright | Springer International Publishing AG, part of Springer Nature 2018 |
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