Constant Velocity 3D Convolution

We propose a novel 3-D convolution method, cv3dconv, for extracting spatiotemporal features from videos. It reduces the number of sum-of-products operations in 3-D convolution by thousands of times by assuming the constant moving velocity of the features. We observed that a specific class of video s...

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Bibliographic Details
Main Authors: Yusuke Sekikawa, Kohta Ishikawa, Hideo Saito
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8543783/