Automatic recognition of hand gestures with differential evolution

被引：0
|
作者：
De Falco, I. [1 ]
Della Cioppa, A. [2 ]
Maisto, D. [1 ]
Scafuri, U. [1 ]
Tarantino, E. [1 ]
机构：
[1] ICAR CNR, Via P Castellino 111, I-80131 Naples, Italy
[2] Univ Salerno, DIIIE Lab, I-84084 Salerno, Italy
来源：
APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS | 2008年 / 4974卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Automatic recognition of hand gestures is a crucial step in facing human-computer interaction. Differential Evolution is used to perform automatic classification of hand gestures in a thirteen-class database. Performance of the resulting best individual is computed in terms of error rate on the testing set, and is compared against those of other ten classification techniques well known in literature. Results show the effectiveness and the efficiency of the approach in solving the classification task. Furthermore, the implemented tool allows to extract the most significant parameters for differentiating the collected gestures.
引用
收藏
页码：265 / +
页数：2
相关论文
共 50 条
  • [31] Talking With Your Hands: Scaling Hand Gestures and Recognition With CNNs
    Koepueklue, Okan
    Rong, Yao
    Rigoll, Gerhard
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW), 2019, : 2836 - 2845
  • [32] Recognition of alphabetical hand gestures using hidden Markov model
    Yoon, HS
    Soh, J
    Min, BW
    Yang, HS
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1999, E82A (07) : 1358 - 1366
  • [33] Robust 3D Hand Detection for Gestures Recognition
    Cerlinca, Tudor Loan
    Pentiuc, Stefan Gheorghe
    INTELLIGENT DISTRIBUTED COMPUTING V, 2011, 382 : 259 - 264
  • [34] Spatiotemporal Pyramid Representation for Recognition of Facial Expressions and Hand Gestures
    Zhao, Zhipeng
    Elgammal, Ahmed
    2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2, 2008, : 355 - 360
  • [35] AN INTEGRATED APPROACH TO THE RECOGNITION OF A WIDE CLASS OF CONTINUOUS HAND GESTURES
    Bhuyan, M. K.
    Bora, P. K.
    Ghosh, D.
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2011, 25 (02) : 227 - 252
  • [36] Hand Gestures
    de Wit, Alex Dudok
    SIGHT AND SOUND, 2015, 25 (12): : 76 - 77
  • [37] The left side of gestures: left perceptual bias for meaningless hand gestures recognition is independent from handedness
    Gobbo, Silvia
    Pavia, Jennifer
    Proietti, Morgana
    Primativo, Silvia
    Arduino, Lisa S.
    Martelli, Marialuisa
    Capirci, Olga
    Daini, Roberta
    CURRENT PSYCHOLOGY, 2024, 43 (39) : 31119 - 31130
  • [38] A Hybrid Deep Learning Model for Real Time Hand Gestures Recognition
    Gnanapriya, S.
    Rahimunnisa, K.
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 36 (01): : 1105 - 1119
  • [39] A New Subtle Hand Gestures Recognition Algorithm Based on EMG and FSR
    Wan, Bo
    Wu, Rongrong
    Zhang, Kaihuo
    Liu, Lanxin
    2017 IEEE 21ST INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2017, : 127 - 132
  • [40] Proposing Recognition Algorithms For Hand Gestures Based On Machine Learning Model
    Phat Nguyen Huu
    Hoang Lai The
    ISCIT 2019: PROCEEDINGS OF 2019 19TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2019, : 496 - 501
12345