Human posture recognition for intelligent vehicles

被引:9
|
作者
Wachs, Juan P. [1 ]
Koelsch, Mathias [2 ]
Goshorn, Deborah [2 ]
机构
[1] Purdue Univ, Sch Ind Engn, W Lafayette, IN 47907 USA
[2] USN, Postgrad Sch, MOVES Inst, Monterey, CA USA
关键词
Articulated body posture recognition; Pose detection; Computer vision; Gesture recognition; Syntactical behavior classifiers; Error correction; PEDESTRIAN DETECTION; CLASSIFICATION;
D O I
10.1007/s11554-010-0150-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pedestrian detection systems are finding their way into many modern "intelligent" vehicles. The body posture could reveal further insight about the pedestrian's intent and her awareness of the oncoming car. This article details the algorithms and implementation of a library for real-time body posture recognition. It requires prior person detection and then calculates overall stance, torso orientation in four increments, and head location and orientation, all based on individual frames. A syntactic post-processing module takes temporal information into account and smoothes the results over time while correcting improbable configurations. We show accuracy and timing measurements for the library and its utilization in a training application.
引用
收藏
页码:231 / 244
页数:14
相关论文
共 50 条
  • [21] Human Posture Recognition for Human-Robot Interaction
    Wei, Shiheng
    Jiang, Wei
    2011 3RD WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING (ACC 2011), VOL 4, 2011, 4 : 305 - 310
  • [22] Human Posture Recognition for Estimation of Human Body Condition
    Quan, Wei
    Woo, Jinseok
    Toda, Yuichiro
    Kubota, Naoyuki
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2019, 23 (03) : 519 - 527
  • [23] SpecRF-Posture: Exploring Specular Reflections for Human Posture Recognition
    Oliveira, Mariana
    Ribeiro, Francisco M.
    Paulino, Nuno
    Yurduseven, Okan
    Pessoa, Luis M.
    2024 IEEE INTERNATIONAL MEDITERRANEAN CONFERENCE ON COMMUNICATIONS AND NETWORKING, MEDITCOM 2024, 2024, : 227 - 232
  • [24] An Improved LSTM Model for Behavior Recognition of Intelligent Vehicles
    Xiao, Haipeng
    Sotelo, Miguel Angel
    Ma, Yulin
    Cao, Bo
    Zhou, Yuncheng
    Xu, Youchun
    Wang, Rendong
    Li, Zhixiong
    IEEE ACCESS, 2020, 8 : 101514 - 101527
  • [25] Road-signs recognition system for intelligent vehicles
    Cyganek, Boguslaw
    ROBOT VISION, PROCEEDINGS, 2008, 4931 : 219 - +
  • [26] Intelligent system for traffic signs recognition in moving vehicles
    Cyganek, Boguslaw
    NEW FRONTIERS IN APPLIED ARTIFICIAL INTELLIGENCE, 2008, 5027 : 139 - 148
  • [27] Accelerometer Based Human Activities and Posture Recognition
    Babu, Arun
    Dube, Kudakwashe
    Mukhopadhyay, Subhas
    Ghayvat, Hemant
    Kumar, Jithin M., V
    PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON DATA MINING AND ADVANCED COMPUTING (SAPIENCE), 2016, : 372 - 378
  • [28] Human Body Posture Recognition Approaches: A Review
    Ali, Mohammed A.
    Hussain, Abir J.
    Sadiq, Ahmed T.
    ARO-THE SCIENTIFIC JOURNAL OF KOYA UNIVERSITY, 2022, 10 (01): : 75 - 84
  • [29] Depth imaging system for human posture recognition
    Riahi, Dorra
    Bouachir, Wassim
    Ouakrim, Youssef
    Mezghani, Neila
    2018 IEEE 4TH MIDDLE EAST CONFERENCE ON BIOMEDICAL ENGINEERING (MECBME), 2018, : 177 - 181
  • [30] Human Posture Recognition Based On Skeleton Data
    Chen, Kan
    Wang, Qiong
    PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATCS AND COMPUTING (IEEE PIC), 2015, : 618 - 622