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A Novel Framework Of Hand Localization And Hand Pose Estimation

Abstract: 

In this paper, we propose a novel framework for hand localization and pose estimation from a single depth image. For hand localization, unlike most existing methods that using heuristic strategies, e.g. color segmentation, we propose Hierarchical Hand location Networks (HHLN) to estimate the hand location from coarse to fine in depth images, which is robust to the complex environment and efficient. It first applied at a low resolution octree of the whole depth image and produce coarse hand region and then constructs the hand region into a high resolution octree for fine location estimation. For pose estimation, we propose Wide Receptive-filed (WROCNN) which is able to capture meaningful hand structure in different scales and estimate the 3D hand pose accurately. Experiments on two widely-used hand datasets(NYU dataset and ICVL dataset) demonstrate the effectiveness and superiority of the proposed framework.

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Paper Details

Authors:
Yunlong Che, Yuxiang Song, Yue Qi
Submitted On:
8 May 2019 - 4:41am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Che Yunlong
Paper Code:
3336
Document Year:
2019
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[1] Yunlong Che, Yuxiang Song, Yue Qi, "A Novel Framework Of Hand Localization And Hand Pose Estimation ", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4049. Accessed: Jun. 19, 2019.
@article{4049-19,
url = {http://sigport.org/4049},
author = {Yunlong Che; Yuxiang Song; Yue Qi },
publisher = {IEEE SigPort},
title = {A Novel Framework Of Hand Localization And Hand Pose Estimation },
year = {2019} }
TY - EJOUR
T1 - A Novel Framework Of Hand Localization And Hand Pose Estimation
AU - Yunlong Che; Yuxiang Song; Yue Qi
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4049
ER -
Yunlong Che, Yuxiang Song, Yue Qi. (2019). A Novel Framework Of Hand Localization And Hand Pose Estimation . IEEE SigPort. http://sigport.org/4049
Yunlong Che, Yuxiang Song, Yue Qi, 2019. A Novel Framework Of Hand Localization And Hand Pose Estimation . Available at: http://sigport.org/4049.
Yunlong Che, Yuxiang Song, Yue Qi. (2019). "A Novel Framework Of Hand Localization And Hand Pose Estimation ." Web.
1. Yunlong Che, Yuxiang Song, Yue Qi. A Novel Framework Of Hand Localization And Hand Pose Estimation [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4049