Sparse 3D convolutional neural networks

May 12, 2015 ยท Declared Dead ยท ๐Ÿ› British Machine Vision Conference

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Authors Ben Graham arXiv ID 1505.02890 Category cs.CV: Computer Vision Citations 219 Venue British Machine Vision Conference Last Checked 1 month ago
Abstract
We have implemented a convolutional neural network designed for processing sparse three-dimensional input data. The world we live in is three dimensional so there are a large number of potential applications including 3D object recognition and analysis of space-time objects. In the quest for efficiency, we experiment with CNNs on the 2D triangular-lattice and 3D tetrahedral-lattice.
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