• Laser & Optoelectronics Progress
  • Vol. 55, Issue 1, 13301 (2018)
Zhuge Linna and Zhang Lei*
Author Affiliations
  • School of Control Science and Engineering, Hebei University of Technology, Tianjin 300131, China
  • show less
    DOI: 10.3788/LOP55.013301 Cite this Article Set citation alerts
    Zhuge Linna, Zhang Lei. Random Ferns Classifier for Pedestrian Detection Based on Thermal Imaging of Mobile Platform[J]. Laser & Optoelectronics Progress, 2018, 55(1): 13301 Copy Citation Text show less
    References

    [1] Kwak J Y, Ko B, Nam J Y. Multi-person tracking based on body parts and online random ferns learning of thermal images[C]. IEEE Winter Conference on Applications of Computer Vision, 41-46(2015).

    [2] Jin X H, Yang W, Bai X F. A method using infrared thermal imager to detect and track hidden[J]. Infrared Technology, 36, 639-643(2014).

    [3] Tao S, Kudo M, Pei B N et al. Multiperson locating and their soft tracking in a binary infrared sensor network[J]. IEEE Transactions on Human-Machine Systems, 45, 550-561(2015). http://ieeexplore.ieee.org/document/6951508/

    [4] Li S J, Fan X, Zhu B et al. A method for small infrared targets detection based on the technology of motion blur recovery[J]. Acta Optica Sinica, 37, 0610001(2017).

    [5] Li Y, Jha D K, Ray A et al. Information fusion of passive sensors for detection of moving targets in dynamic environments[J]. IEEE Transactions on Cybernetics, 47, 93-104(2017). http://www.ncbi.nlm.nih.gov/pubmed/26960235

    [6] Dong L L, Wang B, Zhao M et al. Robust infrared maritime target detection based on visual attention and spatiotemporal filtering[J]. IEEE Transactions on Geoscience and Remote Sensing, 55, 3037-3050(2017). http://ieeexplore.ieee.org/document/7858802/

    [7] Deng H, Sun X P, Liu M L et al. Small infrared target detection based on weighted local difference measure[J]. IEEE Transaction on Geoscience and Remote Sensing, 54, 4204-4214(2016). http://ieeexplore.ieee.org/document/7460907/

    [8] Sanna A, Pralio B, Lamberti F et al. A novel ego-motion compensation strategy for automatic target tracking in FLIR video sequences taken from UAVs[J]. IEEE Transactions on Aerospace and Electronic Systems, 45, 723-734(2009). http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=5089552

    [9] Kwak J Y, Ko B C, Nam J Y. Pedestrian tracking using online boosted random ferns learning in far-infrared imagery for safe driving at night[J]. IEEE Transactions on Intelligent Transportation Systems, 18, 69-81(2017). http://ieeexplore.ieee.org/document/7539557/

    [10] Deng H, Sun X P, Liu M L et al. Infrared small-target detection using multiscale gray difference weighted image entropy[J]. IEEE Transactions on Aerospace and Electronic Systems, 52, 60-72(2016). http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=7444032

    [11] Schapire R E, Singer Y. Improved boosting algorithms using confidence-rated predictions[J]. Machine Learning, 37, 297-336(1999). http://bmjopen.bmj.com/external-ref?access_num=10.1023/A:1007614523901&link_type=DOI

    [12] Chen C L P, Li H, Wei Y T et al. . A local contrast method for small infrared target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 52, 574-581(2014). http://ieeexplore.ieee.org/document/6479296/

    [13] Li J F. Research on human detection, tracking and action recognition in infrared images[D]. Chongqing: Chongqing University, 1-10(2010).

    [14] Gao C Q, Meng D Y, Yang Y et al. Infrared patch-image model for small target detection in a single image[J]. IEEE Transactions on Image Processing, 22, 4996-5009(2013). http://ieeexplore.ieee.org/document/6595533/

    [15] Wang J G, Sung E. Facial feature extraction in an infrared image by proxy with a visible face image[J]. IEEE Transactions on Instrumentation and Measurement, 56, 2057-2066(2007). http://ieeexplore.ieee.org/document/4303450/

    [16] Ko B C, Kwak J Y, Nam J Y. Human tracking in thermal images using adaptive particle filters with online random forest learning[J]. Optical Engineering, 52, 113105(2013). http://spie.org/x648.xml?product_id=2054344

    [17] Venkataraman V, Fan G L, Havlicek J P et al. Adaptive Kalman filtering for histogram-based appearance learning in infrared imagery[J]. IEEE Transactions on Image Processing, 21, 4622-4635(2012). http://europepmc.org/abstract/med/22851257

    [18] Luo D P, Luo C, Wei L S et al. Real time visual perception system based on online fern classifier[J]. Acta Electronica Sinica, 44, 1139-1148(2016).

    [19] Qi Z Q, Xu Y T, Wang L S et al. Online multiple instance boosting for object detection[J]. Neurocomputing, 74, 1769-1775(2011). http://dl.acm.org/citation.cfm?id=1969951

    [20] Roth P M, Grabner H, Bischof H et al. Online conservative learning for person detection[C]. 2005 2 nd Joint IEEE International Workshop on Visual Sruveillance and Performance Evaluation of Tracking and Surveillance, 223-230(2005).

    Zhuge Linna, Zhang Lei. Random Ferns Classifier for Pedestrian Detection Based on Thermal Imaging of Mobile Platform[J]. Laser & Optoelectronics Progress, 2018, 55(1): 13301
    Download Citation