Adaptive Search Range for HEVC Motion Estimation Based on Depth Information
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2016.2583979
Abstract: High Efficiency Video Coding achieves twofold coding efficiency improvement compared with its predecessor H.264/MPEG-4 Advanced Video Coding. However, it suffers from high computational complexity due to its quad-tree structure in motion estimation (ME). This paper… read more here.
Keywords: search range; search; adaptive search; motion estimation ... See more keywords
Adaptive Search-and-Training for Robust and Efficient Network Pruning.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.1109/tpami.2023.3248612
Abstract: Both network pruning and neural architecture search (NAS) can be interpreted as techniques to automate the design and optimization of artificial neural networks. In this paper, we challenge the conventional wisdom of training before pruning… read more here.
Keywords: network; network pruning; search training; search ... See more keywords
Adaptive search space pruning in complex strategic problems
Sign Up to like & getrecommendations! Published in 2022 at "PLoS Computational Biology"
DOI: 10.1371/journal.pcbi.1010358
Abstract: People have limited computational resources, yet they make complex strategic decisions over enormous spaces of possibilities. How do people efficiently search spaces with combinatorially branching paths? Here, we study players’ search strategies for a winning… read more here.
Keywords: search space; pruning complex; complex strategic; space ... See more keywords