Title
Multi-level Motion-Informed Approach for Video Generation with Key Frames.
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.
Year
DOI
Venue
2019
10.1007/978-3-030-22514-8_16
ADVANCES IN COMPUTER GRAPHICS, CGI 2019
Keywords
Field
DocType
Global motion path,Local motion pattern,Video generation with key frames,Latent path,Periodic latent function
Spline (mathematics),Computer vision,Computer science,Sine,Bézier curve,Artificial intelligence,Application Context,Smoothness
Conference
Volume
ISSN
Citations 
11542
0302-9743
0
PageRank 
References 
Authors
0.34
0
5
Name
Order
Citations
PageRank
Zackary P. T. Sin102.03
Peter H. Ng2184.14
Simon Chi Keung Shiu366735.42
Fu-lai Chung424434.50
Hong Va Leong51099173.04