Poster Abstract: Real-time Occupancy Correction Method for 3D Stereovision Counting Cameras

被引:1
|
作者
Sangogboye, Fisayo Caleb [1 ]
Kjaergaard, Mikkel Baun [1 ]
机构
[1] Univ Southern Denmark, Maersk McKinney Moller Inst, Ctr Energy Informat, Odense, Denmark
关键词
Real-time estimation; occupancy count; 3D image sensing;
D O I
10.1145/3274783.3275204
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this poster, we present an occupancy count correction method - PreCount that corrects the count errors of camera sensing technologies in real-time. PreCount utilizes supervised machine learning approach to learn error patterns from previous corrections alongside some contextual factors that are responsible for the propagation of these errors. In our evaluation, we compare PreCount with state-of-art methods using the normalized root mean squared error metric (NRMSE) with datasets from four building cases. The obtained evaluation results using ground truth data indicates that PreCount can achieve an error reduction of 68% when compared to raw counts and state-of-art methods.
引用
收藏
页码:402 / 403
页数:2
相关论文
共 50 条
  • [31] 3D Image Correction for Time of Flight (ToF) Cameras
    Falie, D.
    2008 INTERNATIONAL CONFERENCE ON OPTICAL INSTRUMENTS AND TECHNOLOGY: OPTICAL SYSTEMS AND OPTOELECTRONIC INSTRUMENTS, 2009, 7156
  • [32] Robust real-time 3D respiratory motion detection using time-of-flight cameras
    Jochen Penne
    Christian Schaller
    Joachim Hornegger
    Torsten Kuwert
    International Journal of Computer Assisted Radiology and Surgery, 2008, 3 : 427 - 431
  • [33] Real-Time Image Registration of RGB Webcams and Colorless 3D Time-of-Flight Cameras
    Gomez, Juan D.
    Bologna, Guido
    Pun, Thierry
    COMPUTER VISION - ECCV 2012, PT III, 2012, 7585 : 589 - 592
  • [34] Robust real-time 3D respiratory motion detection using time-of-flight cameras
    Penne, Jochen
    Schaller, Christian
    Hornegger, Joachim
    Kuwert, Torsten
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2008, 3 (05) : 427 - 431
  • [35] A real-time noise filtering strategy for photon counting 3D imaging lidar
    Zhang, Zijing
    Zhao, Yuan
    Zhang, Yong
    Wu, Long
    Su, Jianzhong
    OPTICS EXPRESS, 2013, 21 (08): : 9247 - 9254
  • [36] A real-time 3D multi-view rendering from a real-time 3D capture
    1600, Blackwell Publishing Ltd (44):
  • [37] Real-time Semantic 3D Dense Occupancy Mapping with Efficient Free Space Representations
    Zhong, Yuanxin
    Peng, Huei
    2022 IEEE 25TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2022, : 230 - 236
  • [38] Poster Abstract: Using Entropy as a Parameter to Schedule Real-Time Tasks
    Rincon C., Carlos A.
    Cheng, Albert M. K.
    2015 IEEE 36TH REAL-TIME SYSTEMS SYMPOSIUM (RTSS 2015), 2015, : 375 - 375
  • [39] Poster Abstract: Real-Time Capabilities of HSA Compliant COTS Platforms
    Tsog, Nandinbaatar
    Becker, Matthias
    Larsson, Marcus
    Bruhn, Fredrik
    Behnam, Moris
    Sjodin, Mikael
    PROCEEDINGS OF 2016 IEEE REAL-TIME SYSTEMS SYMPOSIUM (RTSS), 2016, : 364 - 364
  • [40] Poster Abstract: Understanding Real-Time Interaction in Heterogeneous Vehicular Sensing
    Xie, Xiaoyang
    Zhang, Fan
    Zhang, Desheng
    PROCEEDINGS OF THE 17TH CONFERENCE ON EMBEDDED NETWORKED SENSOR SYSTEMS (SENSYS '19), 2019, : 450 - 451