• KSII Transactions on Internet and Information Systems
    Monthly Online Journal (eISSN: 1976-7277)

HSFE Network and Fusion Model based Dynamic Hand Gesture Recognition

Vol. 14, No. 9, September 30, 2020
10.3837/tiis.2020.09.020, Download Paper (Free):

Abstract

Dynamic hand gesture recognition(d-HGR) plays an important role in human-computer interaction(HCI) system. With the growth of hand-pose estimation as well as 3D depth sensors, depth, and the hand-skeleton dataset is proposed to bring much research in depth and 3D hand skeleton approaches. However, it is still a challenging problem due to the low resolution, higher complexity, and self-occlusion. In this paper, we propose a hand-shape feature extraction(HSFE) network to produce robust hand-shapes. We build a hand-shape model, and hand-skeleton based on LSTM to exploit the temporal information from hand-shape and motion changes. Fusion between two models brings the best accuracy in dynamic hand gesture (DHG) dataset.


Statistics

Show / Hide Statistics

Statistics (Cumulative Counts from December 1st, 2015)
Multiple requests among the same browser session are counted as one view.
If you mouse over a chart, the values of data points will be shown.


Cite this article

[IEEE Style]
D. N. Tai, I. S. Na and S. H. Kim, "HSFE Network and Fusion Model based Dynamic Hand Gesture Recognition," KSII Transactions on Internet and Information Systems, vol. 14, no. 9, pp. 3924-3940, 2020. DOI: 10.3837/tiis.2020.09.020.

[ACM Style]
Do Nhu Tai, In Seop Na, and Soo Hyung Kim. 2020. HSFE Network and Fusion Model based Dynamic Hand Gesture Recognition. KSII Transactions on Internet and Information Systems, 14, 9, (2020), 3924-3940. DOI: 10.3837/tiis.2020.09.020.

[BibTeX Style]
@article{tiis:23869, title="HSFE Network and Fusion Model based Dynamic Hand Gesture Recognition", author="Do Nhu Tai and In Seop Na and Soo Hyung Kim and ", journal="KSII Transactions on Internet and Information Systems", DOI={10.3837/tiis.2020.09.020}, volume={14}, number={9}, year="2020", month={September}, pages={3924-3940}}