Optical flow or image subtraction in human detection from infrared camera on mobile robot

被引:84
|
作者
Fernandez-Caballero, Antonio [1 ,2 ]
Carlos Castillo, Jose [1 ]
Martinez-Cantos, Javier [3 ]
Martinez-Tomas, Rafael [4 ]
机构
[1] Univ Castilla La Mancha, Inst Invest Informat Albacete 13A, Albacete 02071, Spain
[2] Univ Castilla La Mancha, Escuela Ingenieros Ind Albacete, Dept Sistemas Informat, Albacete 02071, Spain
[3] MoviRobot SL Parque Cient & Tecnol Albacete, Albacete 02006, Spain
[4] Univ Nacl Educ Distancia, Dept Inteligencia Artificial, Madrid 28040, Spain
关键词
Surveillance system; Mobile robot; Infrared camera; Optical flow; Image subtraction; OBSTACLE AVOIDANCE; TRACKING; SURVEILLANCE; MODEL;
D O I
10.1016/j.robot.2010.06.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Perceiving the environment is crucial in any application relatd to mobile robotics research. In this paper, a new approach to real-time human detection through processing video captured by a thermal infrared camera mounted on the autonomous mobile platform mSecurit (TM) is introduced. The approach starts with a phase of static analysis for the detection of human candidates through some classical image processing techniques such as image normalization and thresholding. Then, the proposal starts a dynamic image analysis phase based in optical flow or image difference. Optical flow is used when the robot is moving, whilst image difference is the preferred method when the mobile platform is still. The results of both phases are compared to enhance the human segmentation by infrared camera. Indeed, optical flow or image difference will emphasize the foreground hot spot areas obtained at the initial human candidates' detection. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1273 / 1281
页数:9
相关论文
共 50 条
  • [21] Depth and Thermal Image Fusion for Human Detection with Occlusion Handling Under Poor Illumination from Mobile Robot
    Hasim, Saipol Hadi
    Mamat, Rosbi
    Sheikh, Usman Ullah
    Amin, Shamsuddin Hj Mohd
    [J]. EMERGING TRENDS AND ADVANCED TECHNOLOGIES FOR COMPUTATIONAL INTELLIGENCE, 2016, 647 : 365 - 380
  • [22] Mobile Robot Localization and Path Planning Using an Omnidirectional Camera and Infrared Sensors
    Hsieh, Chia-Hao
    Wang, Min-Liang
    Kao, Li-Wei
    Lin, Huei-Yung
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 1947 - 1952
  • [23] Moving object detection from a mobile robot using basis image matching
    Tsai, Du-Ming
    Chiu, Wei-Yao
    Tseng, Tzu-Hsun
    [J]. INTELLIGENT ROBOTS AND COMPUTER VISION XXXII: ALGORITHMS AND TECHNIQUES, 2015, 9406
  • [24] Single Image Optical Flow Estimation with an Event Camera
    Pan, Liyuan
    Liu, Miaomiao
    Hartley, Richard
    [J]. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 1669 - 1678
  • [25] Where are you driving to? - Heading direction for a mobile robot from optical flow
    Dev, A
    Krose, BJA
    Groen, FCA
    [J]. 1998 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-4, 1998, : 1578 - 1583
  • [26] Human Detection Based on the Generation of a Background Image by Using a Far-Infrared Light Camera
    Jeon, Eun Som
    Choi, Jong-Suk
    Lee, Ji Hoon
    Shin, Kwang Yong
    Kim, Yeong Gon
    Le, Toan Thanh
    Park, Kang Ryoung
    [J]. SENSORS, 2015, 15 (03) : 6763 - 6788
  • [27] Object Detection and Obstacle Avoidance for Mobile Robot using Stereo Camera
    Lagisetty, R.
    Philip, N. K.
    Padhi, R.
    Bhat, M. S.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA), 2013, : 605 - 610
  • [28] Object Detection and Navigation of a Mobile Robot by Fusing Laser and Camera Information
    Syntakas, Spyridon
    Vlachos, Kostas
    Likas, Aristidis
    [J]. 2022 30TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2022, : 557 - 563
  • [29] Stabilization for mobile robot by using omnidirectional optical flow
    Yagi, Y
    Nishii, W
    Yamazawa, K
    Yachida, M
    [J]. IROS 96 - PROCEEDINGS OF THE 1996 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS - ROBOTIC INTELLIGENCE INTERACTING WITH DYNAMIC WORLDS, VOLS 1-3, 1996, : 618 - 625
  • [30] Mobile robot localization using optical flow sensors
    Lee, SY
    Song, JB
    [J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2004, 2 (04) : 485 - 493