BLIND COMPRESSIVE HYPER-SPECTRAL IMAGING

被引:0
|
作者
Aggarwal, Hemant Kumar [1 ]
Majumdar, Angshul [1 ]
机构
[1] Indraprastha Inst Informat Technol Delhi, Delhi, India
来源
2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2015年
关键词
Hyperspectral Imaging; Inverse problem; Compressed Sensing; Split-Bregman; EXPLOITING SPARSITY;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Compressive hyperspectral imaging is an inverse problem of reconstructing a hyperspectral image from its low-dimensional measurements. Single-pixel architecture has been extended in various studies to acquire compressive hyperspectral images. Compressed sensing requires prior knowledge about sparsifying transform domain in which signal has sparse representation. This work utilizes Blind Compressed Sensing (BCS) framework which does not require any fixed sparsifying transform to sparsify hyperspectral image. The proposed method outperforms the existing Kronecker compressed sensing based method.
引用
收藏
页码:3493 / 3496
页数:4
相关论文
共 50 条
  • [1] COMPRESSIVE HYPER-SPECTRAL IMAGING IN THE PRESENCE OF IMPULSE NOISE
    Aggarwal, Hemant Kumar
    Tariyal, Snigdha
    Majumdar, Angshul
    2015 7TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2015,
  • [2] COMPRESSIVE HYPER-SPECTRAL IMAGING IN THE PRESENCE OF REAL NOISE
    Aggarwal, Hemant Kumar
    Majumdar, Angshul
    2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 4371 - 4374
  • [3] Calibration of the hyper-spectral imaging polarimeter
    Peterson, JQ
    Jensen, GL
    Greenman, M
    Kristl, J
    POLARIZATION: MEASUREMENT, ANALYSIS, AND REMOTE SENSING II, 1999, 3754 : 296 - 307
  • [4] Hyper-spectral light field imaging
    Leitner, Raimund
    Kenda, Andreas
    Tortschanoff, Andreas
    OPTICAL SENSORS 2015, 2015, 9506
  • [5] Hyper-spectral imaging with volume holographic lenses
    Sun, WY
    Tian, KH
    Barbastathis, G
    2005 CONFERENCE ON LASERS & ELECTRO-OPTICS (CLEO), VOLS 1-3, 2005, : 2336 - 2338
  • [6] HYPER-SPECTRAL IMAGING OF BIOFILM GROWTH DYNAMICS
    Polerecky, Lubos
    Klatt, Judith M.
    Al-Najjar, Mohammad
    de Beer, Dirk
    2009 FIRST WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING, 2009, : 332 - 335
  • [7] Automatic Signature Segmentation Using Hyper-spectral Imaging
    Butt, Umair Muneer
    Ahmad, Sheraz
    Shafait, Faisal
    Nansen, Christian
    Mian, Ajmal Saeed
    Malik, Muhammad Imran
    PROCEEDINGS OF 2016 15TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR), 2016, : 19 - 24
  • [8] Hyper-Spectral Speckle Imaging for Space Situational Awareness
    Ryan Hall
    Stuart M. Jefferies
    The Journal of the Astronautical Sciences, 2022, 69 : 581 - 592
  • [9] SIMULATION TOOL FOR HYPER-SPECTRAL IMAGING FROM A SATELLITE
    Lapadatu, Monica
    Bakken, Sivert
    Grotte, Mariusz E.
    Alver, Morten
    Johansen, Tor A.
    2019 10TH WORKSHOP ON HYPERSPECTRAL IMAGING AND SIGNAL PROCESSING - EVOLUTION IN REMOTE SENSING (WHISPERS), 2019,
  • [10] HYPER-SPECTRAL IMAGING FOR OVERLAPPING PLASTIC FLAKES SEGMENTATION
    Martinez, Guillem
    Aghaei, Maya
    Dijkstra, Martin
    Nagarajan, Bhalaji
    Jaarsma, Femke
    van de Loosdrecht, Jaap
    Radeva, Petia
    Dijkstra, Klaas
    2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2022, : 2331 - 2335