Human Activity Recognition in Smart Environments

被引：10

作者：

Dragan, Monica-Andreea ^{[1
]}

Mocanu, Irina ^{[1
]}

机构：

[1] Univ Politehn Bucuresti, Dept Comp Sci, Bucharest, Romania

来源：

19TH INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS 2013) | 2013年

关键词：

Activity recognition; Background subtraction; Hidden Markov Model; Artificial Neural Network; Smart environment;

D O I：

10.1109/CSCS.2013.78

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper presents a method for image based human activity recognition, in a smart environment. We use background subtraction and skeletisation as image processing techniques, combined with Artificial Neural Networks for human posture classification and Hidden Markov Models for activity interpretation. By this approach we successfully recognized basic human actions such as walking, rotating, sitting and bending up/down, lying and falling. The method can be applied in smart houses, for elderly people who live alone.

引用

页码：495 / 502

页数：8

共 50 条

[1] PhD Forum: Human Activity Recognition in Smart Environments
Bayliff, Alec
[J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SMART COMPUTING (SMARTCOMP), 2017, : 251 - 252
[2] Feature space analysis for human activity recognition in smart environments
Chinellato, Eris
Hogg, David C.
Cohn, Anthony G.
[J]. 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENVIRONMENTS - IE 2016, 2016, : 194 - 197
[3] FEATURE SELECTIONS FOR HUMAN ACTIVITY RECOGNITION IN SMART HOME ENVIRONMENTS
Fang, Hongqing
Srinivasan, Raghavendiran
Cook, Diane J.
[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (5B): : 3525 - 3535
[4] Unlocking the Potential of Backscattering for Human Activity Pattern Recognition in Smart Environments
Avazov, Nurilla
Hicheri, Rym
Patzold, Matthias
[J]. 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
[5] Human activity recognition in smart environments employing margin setting algorithm
Ogbonna Michael Igwe
Yi Wang
George C. Giakos
Jian Fu
[J]. Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 3669 - 3681
[6] A Multi-agent System for Human Activity Recognition in Smart Environments
Mocanu, Irina
Florea, Adina Magda
[J]. INTELLIGENT DISTRIBUTED COMPUTING V, 2011, 382 : 291 - 301
[7] Human activity recognition in smart environments employing margin setting algorithm
Igwe, Ogbonna Michael
Wang, Yi
Giakos, George C.
Fu, Jian
[J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 13 (7) : 3669 - 3681
[8] Identifying activity boundaries for activity recognition in smart environments
Wang, Yi
Fan, Zhong
Bandara, Ayomi
[J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016, : 447 - 452
[9] Activity Recognition in New Smart Home Environments
Wang, Wei
Miao, Chunyan
[J]. PROCEEDINGS OF THE 3RD INTERNATIONAL WORKSHOP ON MULTIMEDIA FOR PERSONAL HEALTH AND HEALTH CARE (HEALTHMEDIA'18), 2018, : 29 - 37
[10] A PSL-based Approach to Human Activity Recognition in Smart Home Environments
Li, Yan
[J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (04) : 691 - 698

← 1 2 3 4 5 →