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JMLR
2012
13 years 8 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
CVPR
2012
IEEE
13 years 8 months ago
Video segmentation by tracing discontinuities in a trajectory embedding
Our goal is to segment a video sequence into moving objects and the world scene. In recent work, spectral embedding of point trajectories based on 2D motion cues accumulated from ...
Katerina Fragkiadaki, Geng Zhang, Jianbo Shi
DAC
2003
ACM
16 years 7 months ago
Optimal integer delay budgeting on directed acyclic graphs
Delay budget is an excess delay each component of a design can tolerate under a given timing constraint. Delay budgeting has been widely exploited to improve the design quality. W...
Elaheh Bozorgzadeh, Soheil Ghiasi, Atsushi Takahas...
ICIP
2004
IEEE
16 years 8 months ago
Sharing video annotations
This paper describes an approach for locating annotations generated in one video and properly placing them in a second, modified version of the same video. We focus on modificatio...
Yaron Caspi, David Bargeron
DAC
2009
ACM
16 years 7 months ago
Optimal static WCET-aware scratchpad allocation of program code
Caches are notorious for their unpredictability. It is difficult or even impossible to predict if a memory access will result in a definite cache hit or miss. This unpredictabilit...
Heiko Falk, Jan C. Kleinsorge