Multilevel Chinese takeaway process and label-based processes for rule induction in the context of automated sports video annotation
Article
Khan, A., Windridge, D. and Kittler, J. 2014. Multilevel Chinese takeaway process and label-based processes for rule induction in the context of automated sports video annotation. IEEE Transactions on Cybernetics. 44 (10), pp. 1910-1923. https://doi.org/10.1109/TCYB.2014.2299955
Type | Article |
---|---|
Title | Multilevel Chinese takeaway process and label-based processes for rule induction in the context of automated sports video annotation |
Authors | Khan, A., Windridge, D. and Kittler, J. |
Abstract | We propose four variants of a novel hierarchical hidden Markov models strategy for rule induction in the context of automated sports video annotation including a multilevel Chinese takeaway process (MLCTP) based on the Chinese restaurant process and a novel Cartesian product label-based hierarchical bottom-up clustering (CLHBC) method that employs prior information contained within label structures. Our results show significant improvement by comparison against the flat Markov model: optimal performance is obtained using a hybrid method, which combines the MLCTP generated hierarchical topological structures with CLHBC generated event labels. We also show that the methods proposed are generalizable to other rule-based environments including human driving behavior and human actions. |
Publisher | IEEE |
Journal | IEEE Transactions on Cybernetics |
ISSN | 2168-2267 |
Electronic | 2168-2275 |
Publication dates | |
10 Oct 2014 | |
Publication process dates | |
Deposited | 22 Apr 2016 |
Accepted | 30 Dec 2013 |
Output status | Published |
Accepted author manuscript | |
Copyright Statement | © 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Additional information | Date of Publication : 27 January 2014 |
Digital Object Identifier (DOI) | https://doi.org/10.1109/TCYB.2014.2299955 |
PubMed ID | 25222731 |
Language | English |
https://repository.mdx.ac.uk/item/864q9
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