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@article{ART002294749},
author={PooreumLee and Kim, yoon},
title={Advanced Bounding Box Prediction With Multiple Probability Map},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2017},
volume={22},
number={12},
pages={63-68},
doi={10.9708/jksci.2017.22.12.063}

TY - JOUR
AU - PooreumLee
AU - Kim, yoon
TI - Advanced Bounding Box Prediction With Multiple Probability Map
JO - Journal of The Korea Society of Computer and Information
PY - 2017
VL - 22
IS - 12
PB - The Korean Society Of Computer And Information
SP - 63
EP - 68
SN - 1598-849X
AB - In this paper, we propose a bounding box prediction algorithm using multiple probability maps to improve object detection result of object detector. Although the performance of object detectors has been significantly improved, it is still not perfect due to technical problems and lack of learning data. Therefore, we use the result correction method to obtain more accurate object detection results. In the proposed algorithm, the preprocessed bounding box created as a result of object detection by the object detector is clustered in various form, and a conditional probability is given to each cluster to make multiple probability map. Finally, multiple probability map create new bounding box of object using morphological elements. Experiment results show that the newly predicted bounding box reduces the error in ground truth more than 45% on average compared to the previous bounding box.
KW - Object Detection;GrabCut;Clustering;Object Segmentation;Background Cut
DO - 10.9708/jksci.2017.22.12.063
ER -

PooreumLee and Kim, yoon. (2017). Advanced Bounding Box Prediction With Multiple Probability Map. Journal of The Korea Society of Computer and Information, 22(12), 63-68.

PooreumLee and Kim, yoon. 2017, "Advanced Bounding Box Prediction With Multiple Probability Map", Journal of The Korea Society of Computer and Information, vol.22, no.12 pp.63-68. Available from: doi:10.9708/jksci.2017.22.12.063

PooreumLee, Kim, yoon "Advanced Bounding Box Prediction With Multiple Probability Map" Journal of The Korea Society of Computer and Information 22.12 pp.63-68 (2017) : 63.

PooreumLee, Kim, yoon. Advanced Bounding Box Prediction With Multiple Probability Map. 2017; 22(12), 63-68. Available from: doi:10.9708/jksci.2017.22.12.063

PooreumLee and Kim, yoon. "Advanced Bounding Box Prediction With Multiple Probability Map" Journal of The Korea Society of Computer and Information 22, no.12 (2017) : 63-68.doi: 10.9708/jksci.2017.22.12.063

PooreumLee; Kim, yoon. Advanced Bounding Box Prediction With Multiple Probability Map. Journal of The Korea Society of Computer and Information, 22(12), 63-68. doi: 10.9708/jksci.2017.22.12.063

PooreumLee; Kim, yoon. Advanced Bounding Box Prediction With Multiple Probability Map. Journal of The Korea Society of Computer and Information. 2017; 22(12) 63-68. doi: 10.9708/jksci.2017.22.12.063

PooreumLee, Kim, yoon. Advanced Bounding Box Prediction With Multiple Probability Map. 2017; 22(12), 63-68. Available from: doi:10.9708/jksci.2017.22.12.063

PooreumLee and Kim, yoon. "Advanced Bounding Box Prediction With Multiple Probability Map" Journal of The Korea Society of Computer and Information 22, no.12 (2017) : 63-68.doi: 10.9708/jksci.2017.22.12.063