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2019 | OriginalPaper | Chapter

Multi-level Motion-Informed Approach for Video Generation with Key Frames

Authors : Zackary P. T. Sin, Peter H. F. Ng, Simon C. K. Shiu, Fu-lai Chung, Hong Va Leong

Published in: Advances in Computer Graphics

Publisher: Springer International Publishing

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Abstract

Observing that a motion signal is decomposable into multiple levels, a video generation model which realizes this hypothesis is proposed. The model decomposes motion into a two-level signal involving a global path and local pattern. They are modeled via a latent path in the form of a composite Bezier spline along with a latent sine function respectively. In the application context, the model fills the research gap in its ability to connect an arbitrary number of input key frames smoothly. Experimental results indicate that the model improves in terms of the smoothness of the generated video. In addition, the ability of the model in separating global and local signal has been validated.

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previous chapter A Simple Algorithm for Hard Exudate Detection in Diabetic Retinopathy Using Spectral-Domain Optical Coherence Tomography
next chapter Evaluating the Performance of Virtual Reality Navigation Techniques for Large Environments
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Metadata
Title
Multi-level Motion-Informed Approach for Video Generation with Key Frames
Authors
Zackary P. T. Sin
Peter H. F. Ng
Simon C. K. Shiu
Fu-lai Chung
Hong Va Leong
Copyright Year
2019
Book
Advances in Computer Graphics

Print ISBN: 978-3-030-22513-1

Electronic ISBN: 978-3-030-22514-8

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-22514-8_16

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