Skip to main content
Top
Published in: Neural Computing and Applications 10/2020

23-03-2019 | Original Article

Decomposition algorithm for depth image of human health posture based on brain health

Authors: Bowen Luo, Ying Sun, Gongfa Li, Disi Chen, Zhaojie Ju

Published in: Neural Computing and Applications | Issue 10/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

At this stage, brain health can be directly expressed in the human hand posture estimation. Therefore, model estimation of healthy human hand posture can also be used as a criterion for brain health. The recognition algorithm of healthy human hand gesture based on global feature extraction of depth map sequence is not enough to analyze the motion correlation of healthy human hand posture, which leads to the need to improve the accuracy of human body hand gesture description and the change of movement speed of robustness. After analyzing the characteristics of healthy human hand movement in detail, this paper proposes a hand posture decomposition algorithm based on depth map sequence. The goal is to find information that plays a key role in hand gesture recognition in the depth map sequence. The algorithm can remove redundant information and improve the robustness of the recognition algorithm.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
2.
go back to reference Nešetřil J, Ossona de Mendez P (2016) A distributed low tree-depth decomposition algorithm for bounded expansion classes. Distrib Comput 29(1):39–49MathSciNetMATHCrossRef Nešetřil J, Ossona de Mendez P (2016) A distributed low tree-depth decomposition algorithm for bounded expansion classes. Distrib Comput 29(1):39–49MathSciNetMATHCrossRef
3.
go back to reference Ju Z, Ji X, Li J, Liu H (2015) An integrative framework of human hand gesture segmentation for human-robot interaction. IEEE Syst J 99:1–11 Ju Z, Ji X, Li J, Liu H (2015) An integrative framework of human hand gesture segmentation for human-robot interaction. IEEE Syst J 99:1–11
4.
go back to reference Feng B, He F, Wang X et al (2017) Depth-projection-map-based bag of contour fragments for robust hand gesture recognition. IEEE Trans Hum Mach Syst 47(4):511–523CrossRef Feng B, He F, Wang X et al (2017) Depth-projection-map-based bag of contour fragments for robust hand gesture recognition. IEEE Trans Hum Mach Syst 47(4):511–523CrossRef
5.
go back to reference Ma X, Peng J (2018) Kinect sensor-based long-distance hand gesture recognition and fingertip detection with depth information. J Sens 2018:1–9 Ma X, Peng J (2018) Kinect sensor-based long-distance hand gesture recognition and fingertip detection with depth information. J Sens 2018:1–9
6.
go back to reference Jadooki S, Mohamad D, Saba T et al (2017) Fused features mining for depth-based hand gesture recognition to classify blind human communication. Neural Comput Appl 28(11):3285–3294CrossRef Jadooki S, Mohamad D, Saba T et al (2017) Fused features mining for depth-based hand gesture recognition to classify blind human communication. Neural Comput Appl 28(11):3285–3294CrossRef
7.
go back to reference Devanne M, Berretti S, Pala P et al (2017) Motion segment decomposition of RGB-D sequences for human behavior understanding. Pattern Recogn 61:222–233CrossRef Devanne M, Berretti S, Pala P et al (2017) Motion segment decomposition of RGB-D sequences for human behavior understanding. Pattern Recogn 61:222–233CrossRef
8.
go back to reference Licciardi A, Agostinetti NP (2016) A semi-automated method for the detection of seismic anisotropy at depth via receiver function analysis. Geophys J Int 205(3):ggw091CrossRef Licciardi A, Agostinetti NP (2016) A semi-automated method for the detection of seismic anisotropy at depth via receiver function analysis. Geophys J Int 205(3):ggw091CrossRef
9.
go back to reference Nguyen BP, Tay WL, Chui CK (2017) Robust biometric recognition from palm depth images for gloved hands. IEEE Trans Hum Mach Syst 45(6):799–804CrossRef Nguyen BP, Tay WL, Chui CK (2017) Robust biometric recognition from palm depth images for gloved hands. IEEE Trans Hum Mach Syst 45(6):799–804CrossRef
10.
go back to reference Jung C, Joo S, Su MJ (2015) Depth map upsampling with image decomposition. Electron Lett 51(22):1782–1784CrossRef Jung C, Joo S, Su MJ (2015) Depth map upsampling with image decomposition. Electron Lett 51(22):1782–1784CrossRef
11.
go back to reference Gonzalez-Sanchez T, Puig D (2011) Real-time body gesture recognition using depth camera. Electron Lett 47(12):697–698CrossRef Gonzalez-Sanchez T, Puig D (2011) Real-time body gesture recognition using depth camera. Electron Lett 47(12):697–698CrossRef
12.
go back to reference Wang C, Dubnov S (2015) Variable Markov oracle: a Markov-constrained online clustering algorithm with applications to human gesture recognition and following. IEEE Multimed 22(4):1CrossRef Wang C, Dubnov S (2015) Variable Markov oracle: a Markov-constrained online clustering algorithm with applications to human gesture recognition and following. IEEE Multimed 22(4):1CrossRef
13.
go back to reference Despinoy F, Bouget D, Forestier G et al (2016) Unsupervised trajectory segmentation for surgical gesture recognition in robotic training. IEEE Trans Biomed Eng 63(6):1280–1291CrossRef Despinoy F, Bouget D, Forestier G et al (2016) Unsupervised trajectory segmentation for surgical gesture recognition in robotic training. IEEE Trans Biomed Eng 63(6):1280–1291CrossRef
14.
go back to reference Li G, Peixin Q, Kong J, Jiang G, Xie L, Gao P, Zehao W, He Y (2013) Coke oven intelligent integrated control system. Appl Math Inf Sci 7(3):1043–1050CrossRef Li G, Peixin Q, Kong J, Jiang G, Xie L, Gao P, Zehao W, He Y (2013) Coke oven intelligent integrated control system. Appl Math Inf Sci 7(3):1043–1050CrossRef
16.
go back to reference Kim K, Kim J, Choi J et al (2015) Depth camera-based 3D hand gesture controls with immersive tactile feedback for natural mid-air gesture interactions. Sensors 15(1):1022CrossRef Kim K, Kim J, Choi J et al (2015) Depth camera-based 3D hand gesture controls with immersive tactile feedback for natural mid-air gesture interactions. Sensors 15(1):1022CrossRef
17.
go back to reference Pang S, Chuang L et al (2011) A workflow decomposition algorithm based on invariants. Chin J Electron 20(1):1–5 Pang S, Chuang L et al (2011) A workflow decomposition algorithm based on invariants. Chin J Electron 20(1):1–5
18.
go back to reference Li G, Jiang D, Zhou Y, Jiang G, Kong J, Gunasekaran M (2019) Human lesion detection method based on image information and brain signal. IEEE 7:11533–11542 Li G, Jiang D, Zhou Y, Jiang G, Kong J, Gunasekaran M (2019) Human lesion detection method based on image information and brain signal. IEEE 7:11533–11542
19.
go back to reference Liu K, Chen C, Jafari R et al (2014) Fusion of inertial and depth sensor data for robust hand gesture recognition. IEEE Sens J 14(6):1898–1903CrossRef Liu K, Chen C, Jafari R et al (2014) Fusion of inertial and depth sensor data for robust hand gesture recognition. IEEE Sens J 14(6):1898–1903CrossRef
20.
go back to reference Ju Z, Ji X, Li J et al (2017) An integrative framework of human hand gesture segmentation for human–robot interaction. IEEE Syst J 11(3):1326–1336CrossRef Ju Z, Ji X, Li J et al (2017) An integrative framework of human hand gesture segmentation for human–robot interaction. IEEE Syst J 11(3):1326–1336CrossRef
24.
go back to reference Chen D, Li G, Sun Y, Jiang G, Kong J, Li J, Liu H (2017) Fusion hand gesture segmentation and extraction based on CMOS sensor and 3D sensor. Int J Wirel Mob Comput 12(3):305–312CrossRef Chen D, Li G, Sun Y, Jiang G, Kong J, Li J, Liu H (2017) Fusion hand gesture segmentation and extraction based on CMOS sensor and 3D sensor. Int J Wirel Mob Comput 12(3):305–312CrossRef
25.
go back to reference Miao W, Li G, Sun Y, Jiang G, Kong J, Liu H (2016) Gesture recognition based on sparse representation. Int J Wirel Mob Comput 11(4):348–356CrossRef Miao W, Li G, Sun Y, Jiang G, Kong J, Liu H (2016) Gesture recognition based on sparse representation. Int J Wirel Mob Comput 11(4):348–356CrossRef
27.
go back to reference Sun Y, Li C, Li G, Jiang G, Jiang D, Liu H, Zheng Z, Shu W (2018) Gesture recognition based on kinect and sEMG signal fusion. Mob Netw Appl 23(4):797–805CrossRef Sun Y, Li C, Li G, Jiang G, Jiang D, Liu H, Zheng Z, Shu W (2018) Gesture recognition based on kinect and sEMG signal fusion. Mob Netw Appl 23(4):797–805CrossRef
30.
go back to reference Liao Y, Sun Y, Li G, Kong J, Jiang G, Jiang D, Cai H, Ju Z, Hui Y, Liu H (2017) Simultaneous calibration: a joint optimization approach for multiple kinect and external cameras. Sensors 17(7):1491CrossRef Liao Y, Sun Y, Li G, Kong J, Jiang G, Jiang D, Cai H, Ju Z, Hui Y, Liu H (2017) Simultaneous calibration: a joint optimization approach for multiple kinect and external cameras. Sensors 17(7):1491CrossRef
32.
go back to reference Yin Q, Li G, Zhang J (2015) Research on the method of step feature extraction for EOD robot based on 2d laser radar. Discrete Contin Dyn Syst Ser S 8(6):1415–1421MathSciNetMATH Yin Q, Li G, Zhang J (2015) Research on the method of step feature extraction for EOD robot based on 2d laser radar. Discrete Contin Dyn Syst Ser S 8(6):1415–1421MathSciNetMATH
33.
go back to reference Li Z, Li G, Sun Y, Jiang G, Kong J, Liu H (2017) Development of articulated robot trajectory planning. Int J Comput Sci Math 8(1):52–60MathSciNetCrossRef Li Z, Li G, Sun Y, Jiang G, Kong J, Liu H (2017) Development of articulated robot trajectory planning. Int J Comput Sci Math 8(1):52–60MathSciNetCrossRef
34.
go back to reference Ding W, Li G, Sun Y, Jiang G, Kong J, Liu H (2017) D-S evidential theory on sEMG signal recognition. Int J Comput Sci Math 8(2):138–145MathSciNetCrossRef Ding W, Li G, Sun Y, Jiang G, Kong J, Liu H (2017) D-S evidential theory on sEMG signal recognition. Int J Comput Sci Math 8(2):138–145MathSciNetCrossRef
35.
go back to reference Chen D, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computational control of multi-fingered dexterous robotic hand. J Comput Theor Nanosci 12(12):6126–6132CrossRef Chen D, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computational control of multi-fingered dexterous robotic hand. J Comput Theor Nanosci 12(12):6126–6132CrossRef
36.
go back to reference Ding W, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computation in grasping control of dexterous robot hand. J Comput Theor Nanosci 12(12):6096–6099CrossRef Ding W, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computation in grasping control of dexterous robot hand. J Comput Theor Nanosci 12(12):6096–6099CrossRef
37.
go back to reference Li Z, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computation of grasping and manipulation for multi-fingered robotic hands. J Comput Theor Nanosci 12(12):6192–6197CrossRef Li Z, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent computation of grasping and manipulation for multi-fingered robotic hands. J Comput Theor Nanosci 12(12):6192–6197CrossRef
41.
go back to reference He Y, Li G, Zhao Y, Sun Y, Jiang G (2018) Numerical simulation-based optimization of contact stress distribution and lubrication conditions in the straight worm drive. Strength Mater 50(1):157–165CrossRef He Y, Li G, Zhao Y, Sun Y, Jiang G (2018) Numerical simulation-based optimization of contact stress distribution and lubrication conditions in the straight worm drive. Strength Mater 50(1):157–165CrossRef
42.
go back to reference Li G, Miao W, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent control model and its simulation of flue temperature in coke oven. Discrete Contin Dyn Syst Ser S (DCDS-S) 8(6):1223–1237MathSciNetMATH Li G, Miao W, Jiang G, Fang Y, Ju Z, Liu H (2015) Intelligent control model and its simulation of flue temperature in coke oven. Discrete Contin Dyn Syst Ser S (DCDS-S) 8(6):1223–1237MathSciNetMATH
43.
go back to reference Li G, Gu Y, Kong J, Jiang G, Xie L, Wu Z, Li Z, He Y, Gao P (2013) Intelligent control of air compressor production process. Appl Math Inf Sci 7(3):1051–1058CrossRef Li G, Gu Y, Kong J, Jiang G, Xie L, Wu Z, Li Z, He Y, Gao P (2013) Intelligent control of air compressor production process. Appl Math Inf Sci 7(3):1051–1058CrossRef
44.
go back to reference Du F, Sun Y, Li G, Li Z, Kong J, Jiang G, Du J (2017) Adaptive fuzzy sliding mode control for 2-DOF articulated robot. J Wuhan Univ Sci Technol 40(6):446–450 Du F, Sun Y, Li G, Li Z, Kong J, Jiang G, Du J (2017) Adaptive fuzzy sliding mode control for 2-DOF articulated robot. J Wuhan Univ Sci Technol 40(6):446–450
45.
go back to reference Li G, Wu H, Jiang G, Xu S, Liu H (2019) Dynamic gesture recognition in the internet of things. IEEE 7(1):23713–23724 Li G, Wu H, Jiang G, Xu S, Liu H (2019) Dynamic gesture recognition in the internet of things. IEEE 7(1):23713–23724
46.
go back to reference Miao W, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Optimal grasp planning of multi-fingered robotic hands: a review. Appl Comput Math 14(3):238–247MathSciNetMATH Miao W, Li G, Jiang G, Fang Y, Ju Z, Liu H (2015) Optimal grasp planning of multi-fingered robotic hands: a review. Appl Comput Math 14(3):238–247MathSciNetMATH
47.
go back to reference Bu XY, Dong HL, Han F, Li GF (2018) Event-triggered distributed filtering over sensor networks with deception attacks and partial measurements. Int J Gen Syst 47(5):395–407MathSciNetCrossRef Bu XY, Dong HL, Han F, Li GF (2018) Event-triggered distributed filtering over sensor networks with deception attacks and partial measurements. Int J Gen Syst 47(5):395–407MathSciNetCrossRef
48.
go back to reference Li G, Qu P, Kong J, Jiang G, Xie L, Wu Z, Gao P, He Y (2013) Influence of working lining parameters on temperature and stress field of ladle. Appl Math Inf Sci 7(2):439–448CrossRef Li G, Qu P, Kong J, Jiang G, Xie L, Wu Z, Gao P, He Y (2013) Influence of working lining parameters on temperature and stress field of ladle. Appl Math Inf Sci 7(2):439–448CrossRef
49.
go back to reference Chang W, Li G, Kong J, Sun Y, Jiang G, Liu H (2018) Thermal mechanical stress analysis of ladle lining with integral brick joint. Arch Metall Mater 63(2):659–666 Chang W, Li G, Kong J, Sun Y, Jiang G, Liu H (2018) Thermal mechanical stress analysis of ladle lining with integral brick joint. Arch Metall Mater 63(2):659–666
50.
go back to reference Li G, Kong J, Jiang G, Xie L, Jiang Z, Zhao G (2012) Air-fuel ratio intelligent control in coke oven combustion process. Inf Int Interdiscip J 15(11):4487–4494 Li G, Kong J, Jiang G, Xie L, Jiang Z, Zhao G (2012) Air-fuel ratio intelligent control in coke oven combustion process. Inf Int Interdiscip J 15(11):4487–4494
52.
go back to reference Li J, Li X, Tao D (2008) KPCA for semantic object extraction in images. Pattern Recogn 41(10):3244–3250MATHCrossRef Li J, Li X, Tao D (2008) KPCA for semantic object extraction in images. Pattern Recogn 41(10):3244–3250MATHCrossRef
Metadata
Title
Decomposition algorithm for depth image of human health posture based on brain health
Authors
Bowen Luo
Ying Sun
Gongfa Li
Disi Chen
Zhaojie Ju
Publication date
23-03-2019
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 10/2020
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-019-04141-9

Other articles of this Issue 10/2020

Neural Computing and Applications 10/2020 Go to the issue

Premium Partner