Year
Month
(Peer-Reviewed) Deep learning enhanced NIR-II volumetric imaging of whole mice vasculature
Sitong Wu 吴丝桐 ¹ ², Zhichao Yang 杨志超 ¹ ², Chenguang Ma 马晨光 ¹, Xun Zhang 张勋 ¹, Chao Mi 米超 ¹, Jiajia Zhou 周佳佳 ², Zhiyong Guo 郭智勇 ¹ ³, Dayong Jin 金大勇 ¹ ² ³
¹ UTS-SUSTech Joint Research Centre for Biomedical Materials & Devices, Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen 518055, China
中国 深圳 南方科技大学生物医学工程系 南方科技大学-悉尼科技大学生物医学材料与仪器联合研究中心
² Institute for Biomedical Materials & Devices, Faculty of Science, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
³ Guangdong Provincial Key Laboratory of Advanced Biomaterials, Southern University of Science and Technology, Shenzhen 518055, China
中国 深圳 南方科技大学 广东省先进生物材料重点实验室
Opto-Electronic Advances, 2023-04-28
Abstract

Fluorescence imaging through the second near-infrared window (NIR-II,1000–1700 nm) allows in-depth imaging. However, current imaging systems use wide-field illumination and can only provide low-contrast 2D information, without depth resolution.

Here, we systematically apply a light-sheet illumination, a time-gated detection, and a deep-learning algorithm to yield high-contrast high-resolution volumetric images. To achieve a large FoV (field of view) and minimize the scattering effect, we generate a light sheet as thin as 100.5 μm with a Rayleigh length of 8 mm to yield an axial resolution of 220 µm. To further suppress the background, we time-gate to only detect long lifetime luminescence achieving a high contrast of up to 0.45Ιcontrast. To enhance the resolution, we develop an algorithm based on profile protrusions detection and a deep neural network and distinguish vasculature from a low-contrast area of 0.07Ιcontrast to resolve the 100 μm small vessels.

The system can rapidly scan a volume of view of 75 × 55 × 20 mm3 and collect 750 images within 6 mins. By adding a scattering-based modality to acquire the 3D surface profile of the mice skin, we reveal the whole volumetric vasculature network with clear depth resolution within more than 1 mm from the skin. High-contrast large-scale 3D animal imaging helps us expand a new dimension in NIR-II imaging.
Deep learning enhanced NIR-II volumetric imaging of whole mice vasculature_1
Deep learning enhanced NIR-II volumetric imaging of whole mice vasculature_2
Deep learning enhanced NIR-II volumetric imaging of whole mice vasculature_3
Deep learning enhanced NIR-II volumetric imaging of whole mice vasculature_4
  • Emerging optical techniques for sorting and detection of chiral particles
  • Yuzhi Shi, Chengfeng Li, Xiaolei Lin, Wenwen Xue, Chengxing Lai, Tao He, Qinghua Song, Zhanshan Wang, Yulan Wang, Din Ping Tsai, Xinbin Cheng, Haidong Zou
  • Opto-Electronic Advances
  • 2026-06-08
  • Phonon-assisted absorption photoconductive switch
  • Zhao Wang, Lixin Zhang, Lu Cheng, Danwen Zhang, Yu Lu, Naiji Zhang, Xin Zhang, Duanyang Chen, Zhan Sui, Hongji Qi, Wei Zheng
  • Opto-Electronic Science
  • 2026-05-25
  • Photonic spiking reinforcement learning for intelligent routing
  • Shuiying Xiang, Yonghang Chen, Ling Zheng, Zhicong Tu, Xintao Zeng, Mengting Yu, Shuai Wang, Yahui Zhang, Xingxing Guo, Weitao Pan, Yue Hao
  • Opto-Electronic Science
  • 2026-05-25
  • Multistable soliton dynamics in an optical microresonator
  • Zichun Liao, Yuchong Cai, Lun Li, Weiqiang Wang, Shuai Li, Chi Zhang, Wenfu Zhang, Xinliang Zhang
  • Opto-Electronic Advances
  • 2026-05-15
  • AI-powered nonlinear optical imaging reveals protein spatial homogenization as an indicator of impaired bone quality in type 2 diabetes
  • Bowen Zhang, Jiangbo Pu, Tao Hu, Junjie Zeng, Han Zhang, Zemeng Chen, Xiang Ji, Shuhua Yue, Lin Z. Li, Ting Li
  • Opto-Electronic Advances
  • 2026-05-15
  • Highly sensitive SWCNT-based pyroelectric phototransistors for broadband room temperature infrared detection
  • Svetlana I. Serebrennikova, Daria S. Kopylova, Yuriy G. Gladush, Sakellaris Mailis, Nikita E. Gordeev, Aliya R. Vildanova, Aleksandr V. Averchenko, Sergey S. Zhukov, Dmitry V. Krasnikov, Albert G. Nasibulin
  • Opto-Electronic Advances
  • 2026-05-15
  • Active retinal projection augmented reality display via pixel-to-pixel collimation
  • Xiang Zhang, Yuanlong Huang, Weiyao Fan, Enguo Chen, Jiajun Luo
  • Opto-Electronic Advances
  • 2026-05-15
  • Massively parallel and programmable photonic differential equation solver
  • Jiahao Wang, Wen Chen, Zhou Zhou, Dongyu Hu, Zile Li, Peng Chen, Yan-qing Lu, Shuang Zhang, Cheng-Wei Qiu, Shaohua Yu, Guoxing Zheng
  • Opto-Electronic Advances
  • 2026-05-15
  • Femtosecond laser rapid customization of high-performance anti-reflection windows
  • Yulong Ding, Xiang Jiang, Cong Wang, Xianshi Jia, Linpeng Liu, Weina Han, Zheng Gao, Shiyu Wang, Nai Lin, Dejin Yan, Ji'an Duan
  • Opto-Electronic Science
  • 2026-04-23
  • Ppt-level volatile organic compounds detection via microsecond-pulse-enhanced mid-infrared photoacoustic
  • Senyu Wang, Liang Zhao, Hongyu Luo, Xiangyu Zhao, Jianfeng Li, Wei Wang, Hao Lei, Mingrui Jiang, Jinlong Wan, Binxing Zhao, Bincheng Li, Yong Liu
  • Opto-Electronic Science
  • 2026-04-23
  • Polarization-guided diffusion prior for eyeglass reflection removal
  • Yating Chen, Liangcai Cao
  • Opto-Electronic Advances
  • 2026-04-17



  • Top-down control of bottom-up material synthesis @ nanoscale                                Beam splitter benefits from topological antichiral edge states
    About
    |
    Contact
    |
    Copyright © PubCard