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Association Cost Enforcing Spatial Consistency for Tracklet Merging
Date
2017-05-18
Author
Gürbüz, Yeti Ziya
Can, Ogul
Alatan, Abdullah Aydın
Metadata
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This work is licensed under a
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License
.
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In this study, min-cost network flow formulation for multi-target tracking is adopted for the tracklet merging problem in wide area surveillance. In order to improve the continuity of the computed flows by the min-cost network flow framework, a novel tracklet association cost is proposed to be utilized in this network. The proposed cost is based on connecting two tracklets by considering the traffic flow which is estimated from the precomputed tracklets. Such an approach enforces spatial consistencies between tracks by imposing these relations into the association cost. hence, without violating the min-cost network flow formulation, a constraint to enforce spatial consistency can be implicitly obtained. The proposed cost function can be further exploited to interpolate gaps between the merged tracklets for post-processing. The experimental results show that proposed association cost improves baseline framework that uses costs considering only two tracklets at a time, as well as some other tracklet merge algorithms from the literature.
Subject Keywords
Tracklet merging
,
Wide area surveillance
,
Bernoulli numbers
,
Cyclotomic fields
,
Newton's identities
URI
https://hdl.handle.net/11511/55245
Collections
Department of Electrical and Electronics Engineering, Conference / Seminar