Video-based Machine Learning System for Commodity Classification

Pan He, Aotian Wu, Xiaohui Huang, Anand Rangarajan, Sanjay Ranka

Abstract

The cost of video cameras is decreasing rapidly while their resolution is improving. This makes them useful for a number of transportation applications. In this paper, we present an approach to commodity classification from surveillance videos by utilizing text information of logos on trucks. A new real-world benchmark dataset is collected and annotated accordingly that covers over 4,000 truck images. Our approach is evaluated on video data collected in collaboration with the state transportation entity. Results on this dataset indicate that our proposed approach achieved promising performance. This, along with prior work on trailer classification, can be effectively used for automatically deriving the commodity classification for trucks moving on highways using video collection and processing.

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Paper Citation


in Harvard Style

He P., Wu A., Huang X., Rangarajan A. and Ranka S. (2020). Video-based Machine Learning System for Commodity Classification.In Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS, ISBN 978-989-758-419-0, pages 229-236. DOI: 10.5220/0009393702290236


in Bibtex Style

@conference{vehits20,
author={Pan He and Aotian Wu and Xiaohui Huang and Anand Rangarajan and Sanjay Ranka},
title={Video-based Machine Learning System for Commodity Classification},
booktitle={Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,},
year={2020},
pages={229-236},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009393702290236},
isbn={978-989-758-419-0},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,
TI - Video-based Machine Learning System for Commodity Classification
SN - 978-989-758-419-0
AU - He P.
AU - Wu A.
AU - Huang X.
AU - Rangarajan A.
AU - Ranka S.
PY - 2020
SP - 229
EP - 236
DO - 10.5220/0009393702290236