Multimodal image registration between SWIR and LWIR images in an embedded system

被引:1
|
作者
Cardenas, Javier [1 ]
Figueroa, Miguel [1 ]
机构
[1] Univ Concepcion, Dept Elect Engn, Concepcion, Chile
关键词
Image registration; short-wave infrared; long-wave infrared; video processing; embedded system; field-programmable gate array; FACE RECOGNITION;
D O I
10.1109/DSD.2018.00029
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present an algorithm for multimodal registration between short-wave and long-wave infrared images. We use a histogram of oriented gradients to extract features in each image, the Chi-square distance to match the features, a projective transformation to map the objective image onto the reference system, and bilinear interpolation to obtain the pixel values. We designed a heterogeneous embedded system that combines a custom hardware accelerator to perform coordinate transformation and pixel value interpolation, and a programmable processor core to perform feature extraction, feature association, and to compute the transformation parameters. We implemented our design on a Xilinx Zynq XC7Z020 system-on-a-chip, which uses 2.525W of power, 30% of the logic resources of the chip, and 60% of the available on-chip memory. The system runs at 66.6MHz, which allows us to process 640x512-pixel images at more than 60 frames per second after the initial calibration to obtain the transformation parameters.
引用
收藏
页码:91 / 98
页数:8
相关论文
共 50 条
  • [1] Multimodal registration of visible, SWIR and LWIR images in a distributed smart camera system
    Cardenas, Javier
    Soto, Javier E.
    Figueroa, Miguel
    MICROPROCESSORS AND MICROSYSTEMS, 2020, 73
  • [2] A Multimodal Image Registration System for Histology Images
    Diaz Guerrero, Rodrigo Escobar
    Gupta, Yubraj
    Bocklitz, Thomas
    Oliveira, Jose Luis
    2023 IEEE 36TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS, 2023, : 17 - 22
  • [3] Image registration method for multimodal images
    Wang Bingjian
    Lu Quan
    Li Yapeng
    Li Fan
    Bai Liping
    Lu Gang
    Lai Rui
    APPLIED OPTICS, 2011, 50 (13) : 1861 - 1867
  • [4] Multimodal Image Registration of Lung images
    Veduruparthi, Bijju Kranthi
    Mukherjee, Jayanta
    Das, Partha Pratim
    Chatterjee, Sanjoy
    Ray, Soumendranath
    Sen, Partha
    2015 FIFTH NATIONAL CONFERENCE ON COMPUTER VISION, PATTERN RECOGNITION, IMAGE PROCESSING AND GRAPHICS (NCVPRIPG), 2015,
  • [5] Hinted SWIR fuses LWIR and SWIR images for improved target identification
    Overton, Gail
    LASER FOCUS WORLD, 2010, 46 (06): : 13 - 14
  • [6] An embedded system for image segmentation and multimodal registration in noninvasive skin cancer screening
    Diaz, Silvana
    Soto, Javier E.
    Inostroza, Fabian
    Godoy, Sebastian E.
    Figueroa, Miguel
    2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, : 636 - 639
  • [7] CrossModalNet: exploiting quality preoperative images for multimodal image registration
    Sun, Jiawei
    Liu, Cong
    Li, Chunying
    Lu, Zhengda
    He, Mu
    Gao, Liugang
    Lin, Tao
    Sui, Jianfeng
    Xie, Kai
    Ni, Xinye
    PHYSICS IN MEDICINE AND BIOLOGY, 2021, 66 (17):
  • [8] Multimodal image registration for low-count SPECT images
    Backfrieder, W.
    Hatzl-Griesenhofer, M.
    Huber, H.
    Maschek, W.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2005, 32 : S76 - S76
  • [9] GROUPWISE IMAGE REGISTRATION OF MULTIMODAL HEAD-AND-NECK IMAGES
    Guyader, Jean-Marie
    Huizinga, Wyke
    Fortunati, Valerio
    Veenland, Jifke F.
    Paulides, Margarethus M.
    Niessen, Wiro J.
    Klein, Stefan
    2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI), 2015, : 730 - 733
  • [10] REGISTRATION OF MWIR-LWIR BAND HYPERSPECTRAL IMAGES
    Koz, Alper
    Caliskan, Akin
    Alatan, A. Aydin
    2016 8TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2016,