Dual-camera laparoscopic imaging with super-resolution reconstruction for intraoperative hyperspectral image guidance

被引:0
|
作者
Ma, Ling [1 ,2 ]
Pruitt, Kelden [1 ,2 ]
Fei, Baowei [1 ,2 ,3 ]
机构
[1] Univ Texas Dallas, Ctr Imaging & Surg Innovat, Richardson, TX 75083 USA
[2] Univ Texas Dallas, Dept Bioengn, Richardson, TX 75083 USA
[3] Univ Texas Southwestern Med Ctr, Dept Radiol, Dallas, TX 75390 USA
基金
美国国家卫生研究院;
关键词
Hyperspectral imaging; super resolution reconstruction; laparoscopic surgery; image guidance; intraoperative;
D O I
10.1117/12.3006573
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Laparoscopic and robotic surgery, as one type of minimally invasive surgery (MIS), has gained popularity due to the improved surgeon ergonomics, instrument precision, operative time, and postoperative recovery. Hyperspectral imaging (HSI) is an emerging medical imaging modality, which has proved useful for intraoperative image guidance. Snapshot hyperspectral cameras are ideal for intraoperative laparoscopic imaging because of their compact size and light weight, but low spatial resolution can be a limitation. In this work, we developed a dual-camera laparoscopic imaging system that consists of a high-resolution color camera and a snapshot hyperspectral camera, and we employed super-resolution reconstruction to fuse the images from both cameras to generate high-resolution hyperspectral images. The experimental results show that our method can significantly improve the resolution of hyperspectral images without compromising the image quality or spectral signatures. The proposed super-resolution reconstruction method is promising to promote the employment of high-speed hyperspectral imaging in laparoscopic surgery.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] A Survey of Image Super-Resolution Reconstruction
    Tang Y.-Q.
    Pan H.
    Zhu Y.-P.
    Li X.-D.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2020, 48 (07): : 1407 - 1420
  • [42] Stochastic super-resolution image reconstruction
    Tian, Jing
    Ma, Kai-Kuang
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2010, 21 (03) : 232 - 244
  • [43] Super-resolution reconstruction of image sequences
    Elad, M
    Feuer, A
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (09) : 817 - 834
  • [44] Dual Self-Attention Swin Transformer for Hyperspectral Image Super-Resolution
    Long, Yaqian
    Wang, Xun
    Xu, Meng
    Zhang, Shuyu
    Jiang, Shuguo
    Jia, Sen
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
  • [45] Edge detection performance in super-resolution image reconstruction from camera arrays
    Wood, Sally L.
    Lan, Hsueh-Ban
    Christensen, Marc P.
    Rajan, Dinesh
    2006 IEEE 12TH DIGITAL SIGNAL PROCESSING WORKSHOP & 4TH IEEE SIGNAL PROCESSING EDUCATION WORKSHOP, VOLS 1 AND 2, 2006, : 38 - 43
  • [46] Dual-Channel Residual Network for Image Super-Resolution Reconstruction
    Zuo L.
    Zhang P.
    Jing S.
    Zhao Y.
    Li F.
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2022, 56 (01): : 158 - 164
  • [47] Adaptive Nonlocal Sparse Representation for Dual-Camera Compressive Hyperspectral Imaging
    Wang, Lizhi
    Xiong, Zhiwei
    Shi, Guangming
    Wu, Feng
    Zeng, Wenjun
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2017, 39 (10) : 2104 - 2111
  • [48] A Dual Path Deep Network for Single Image Super-Resolution Reconstruction
    Mirshahi, Fateme S.
    Saeedi, Parvaneh
    2018 IEEE 20TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2018,
  • [49] Acoustic camera image mosaicing and super-resolution
    Kim, K
    Neretti, N
    Intrator, N
    OCEANS '04 MTS/IEEE TECHNO-OCEAN '04, VOLS 1- 2, CONFERENCE PROCEEDINGS, VOLS. 1-4, 2004, : 653 - 658
  • [50] Single Image Super-Resolution with Gradient Guidance
    Man, Wang
    Du, Xiaofeng
    2021 INTERNATIONAL CONFERENCE ON COMPUTER, CONTROL AND ROBOTICS (ICCCR 2021), 2021, : 304 - 309