Haar-like filtering for human activity recognition using 3D accelerometer

Yuya Hanai; Jun Nishimura; Tadahiro Kuroda

doi:10.1109/DSP.2009.4786008

Haar-like filtering for human activity recognition using 3D accelerometer

Yuya Hanai, Jun Nishimura, Tadahiro Kuroda

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

53 Citations (Scopus)

Abstract

In this paper, novel 2 one-dimensional (1D) Haar-like filtering techniques are proposed as a new and low calculation cost feature extraction method suitable for 3D acceleration signals based human activity recognition. Proposed filtering method is a simple difference filter with variable filter parameters. Our method holds a strong adaptability to various classification problems which no previously studied features (mean, standard deviation, etc.) possessed. In our experiment on human activity recognition, the proposed method achieved both the highest recognition accuracy of 93.91% while reducing calculation cost to 21.22% compared to previous method.

Original language	English
Title of host publication	2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings
Pages	675-678
Number of pages	4
DOIs	https://doi.org/10.1109/DSP.2009.4786008
Publication status	Published - 2009
Externally published	Yes
Event	2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009 - Marco Island, FL, United States Duration: 2009 Jan 4 → 2009 Jan 7

Publication series

Name	2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings

Other

Other	2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009
Country/Territory	United States
City	Marco Island, FL
Period	09/1/4 → 09/1/7

Keywords

1D haar-like filtering
Accelerometer
Human activity recognition
Sensornet

ASJC Scopus subject areas

Computer Networks and Communications
Signal Processing
Electrical and Electronic Engineering

Access to Document

10.1109/DSP.2009.4786008

Cite this

Hanai, Y., Nishimura, J., & Kuroda, T. (2009). Haar-like filtering for human activity recognition using 3D accelerometer. In 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings (pp. 675-678). [4786008] (2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings). https://doi.org/10.1109/DSP.2009.4786008

Haar-like filtering for human activity recognition using 3D accelerometer. / Hanai, Yuya; Nishimura, Jun; Kuroda, Tadahiro.
2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings. 2009. p. 675-678 4786008 (2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hanai, Y, Nishimura, J & Kuroda, T 2009, Haar-like filtering for human activity recognition using 3D accelerometer. in 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings., 4786008, 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings, pp. 675-678, 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Marco Island, FL, United States, 09/1/4. https://doi.org/10.1109/DSP.2009.4786008

Hanai Y, Nishimura J, Kuroda T. Haar-like filtering for human activity recognition using 3D accelerometer. In 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings. 2009. p. 675-678. 4786008. (2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings). doi: 10.1109/DSP.2009.4786008

Hanai, Yuya ; Nishimura, Jun ; Kuroda, Tadahiro. / Haar-like filtering for human activity recognition using 3D accelerometer. 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings. 2009. pp. 675-678 (2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings).

@inproceedings{904c8d6f53444308ad4be1385e506cd6,

title = "Haar-like filtering for human activity recognition using 3D accelerometer",

abstract = "In this paper, novel 2 one-dimensional (1D) Haar-like filtering techniques are proposed as a new and low calculation cost feature extraction method suitable for 3D acceleration signals based human activity recognition. Proposed filtering method is a simple difference filter with variable filter parameters. Our method holds a strong adaptability to various classification problems which no previously studied features (mean, standard deviation, etc.) possessed. In our experiment on human activity recognition, the proposed method achieved both the highest recognition accuracy of 93.91% while reducing calculation cost to 21.22% compared to previous method.",

keywords = "1D haar-like filtering, Accelerometer, Human activity recognition, Sensornet",

author = "Yuya Hanai and Jun Nishimura and Tadahiro Kuroda",

year = "2009",

doi = "10.1109/DSP.2009.4786008",

language = "English",

isbn = "9781424436774",

series = "2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings",

pages = "675--678",

booktitle = "2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings",

note = "2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009 ; Conference date: 04-01-2009 Through 07-01-2009",

}

TY - GEN

T1 - Haar-like filtering for human activity recognition using 3D accelerometer

AU - Hanai, Yuya

AU - Nishimura, Jun

AU - Kuroda, Tadahiro

PY - 2009

Y1 - 2009

N2 - In this paper, novel 2 one-dimensional (1D) Haar-like filtering techniques are proposed as a new and low calculation cost feature extraction method suitable for 3D acceleration signals based human activity recognition. Proposed filtering method is a simple difference filter with variable filter parameters. Our method holds a strong adaptability to various classification problems which no previously studied features (mean, standard deviation, etc.) possessed. In our experiment on human activity recognition, the proposed method achieved both the highest recognition accuracy of 93.91% while reducing calculation cost to 21.22% compared to previous method.

AB - In this paper, novel 2 one-dimensional (1D) Haar-like filtering techniques are proposed as a new and low calculation cost feature extraction method suitable for 3D acceleration signals based human activity recognition. Proposed filtering method is a simple difference filter with variable filter parameters. Our method holds a strong adaptability to various classification problems which no previously studied features (mean, standard deviation, etc.) possessed. In our experiment on human activity recognition, the proposed method achieved both the highest recognition accuracy of 93.91% while reducing calculation cost to 21.22% compared to previous method.

KW - 1D haar-like filtering

KW - Accelerometer

KW - Human activity recognition

KW - Sensornet

UR - http://www.scopus.com/inward/record.url?scp=63649152771&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=63649152771&partnerID=8YFLogxK

U2 - 10.1109/DSP.2009.4786008

DO - 10.1109/DSP.2009.4786008

M3 - Conference contribution

AN - SCOPUS:63649152771

SN - 9781424436774

T3 - 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings

SP - 675

EP - 678

BT - 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009, Proceedings

T2 - 2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop, DSP/SPE 2009

Y2 - 4 January 2009 through 7 January 2009

ER -

Haar-like filtering for human activity recognition using 3D accelerometer

Abstract

Publication series

Other

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this