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邸江磊Di Jianglei教授 职称:教授 所属学院:信息工程学院 导师类别:博士生/硕士生导师 科研方向:智能光学信息处理,计算光学成像 联系方式:13571922304,jiangleidi@gdut.edu.cn 博士招生学院:信息工程学院 硕士招生学院:信息工程学院
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个人简述:
邸江磊,广东工业大学“百人计划”特聘教授,博士生导师。主持国家重点研发计划项目课题、国家自然科学基金面上项目/NSAF联合基金项目、航空科学基金、国防单位委托课题等项目20余项,在国内外学术期刊发表论文120余篇,获授权国家发明专利26项。主要研究方向:
(1)智能光学信息处理
结合信息光学与深度学习、强化学习等技术,开展智能光学信息处理研究,利用人工智能技术辅助解决合成孔径成像、激光相干合成、大气湍流校正、多光谱信息处理等领域中的传统光学信息处理问题。
(2)计算光学成像
开展基于深度学习的计算光学成像新方法研究,包括散射介质成像、水下成像、稀疏角度层析成像、多模态信息融合等;面向复杂物理场(湍流场、冲击波场、等离子场、火焰场等)的折射率(或速度、密度、浓度、温度等)分布的高灵敏度动态可视化表征需要,开展数字全息干涉术及数字全息显微术的相关研究。
ResearchGate主页:https://www.researchgate.net/profile/Jianglei_Di
学科领域:
科学学位:信息与通信工程(0810)、光学工程(0803)等
专业学位:电子信息(0854)等
学术兼职:
1.中国光学学会全息与光信息处理专业委员会 常务委员;
2.中国光学工程学会计算成像专业委员会 专业委员;
3.中国仪器仪表学会图像科学与工程分会 理事;
4. IEEE Senior Member;
5. OSA,SPIE Member;
6.中国光学学会,中国光学工程学会,中国仪器仪表学会会员。
近三年发表的主要论文:
1.X. Gao, T. Huang, P. Tang,J. Di, L. Zhong, W. Zhang*,Enhancing scanning electron microscopy imaging quality of weakly conductive samples through unsupervised learning,Scientific Reports14 (1):6439 (2024).
2.J. Xie, J. Dou, L. Zhong,J. Di*, Y. Qin,A Dual-Mode Intensity and Polarized Imaging System for Assisting Autonomous Driving,IEEE Transactions on Instrumentation and Measurement73:5010013 (2024).
3.陈建明,李定鲣,曾祥津,任振波,邸江磊*,秦玉文*,一种跨模态光学信息交互和模板动态更新的目标跟踪方法,光学学报, 44(7):0715001 (2024).
4.Y. Wang, H. Wang, S. Liu, T. Huang, W. Zhang,J. Di, J. Rosen, X. Lu, L. Zhong*,Unsupervised Deep Learning Enables 3D Imaging for Single-Shot Incoherent Holography,Laser & Photonics Reviews, 2301091 (2024).
5.祁家琴,郑文慧,江文隽,谭贵元,钟丽云,邸江磊*,吴小龑,刘国栋,秦玉文,一种激光相干合成系统中基于自适应随机扰动电压的SPGD优化算法,激光与光电子学进展,61(15): 1514004(2024).
6.C. Zhou, Y. Liu, X. Han, X. Xing,J. Di, L. Zhong, X. Lu*, A spatial carrier dynamic quantitative differential phase imaging method,Optics & Laser Technology171:110425 (2024).
7.L. Yang, J. Yang, T. Huang, J. Li, Q. Zhang,J. Di, L. Zhong*, Optical 3D information encryption and rapid decryption via interferenceless coded aperture correlation holography,Optics & Laser Technology169:110096 (2024).
8.K. Wang*, L. Song, C. Wang, Z. Ren, G. Zhao, J. Dou,J. Di, G. Barbastathis, R. Zhou, J. Zhao*,E. Lam*, On the use of deep learning for phase recovery,Light: Science & Applications13:4 (2024).
9.J. Lin, J. Li, J. Dou, L. Zhong,J. Di, Y. Qin, Dual-Domain Reconstruction Network Incorporating Multi-Level Wavelet Transform and Recurrent Convolution for Sparse View Computed Tomography Imaging,Tomography10(1):133-158 (2024).
10.X. Zhang, N. Cai, H. Zhang, Y. Zhang*,J. Di, W. Lin, AFD-former: A Hybrid Transformer with Asymmetric Flow Division for Synthesized View Quality Enhancement,IEEE Transactions on Circuits and Systems for Video Technology33(8):3786-3798 (2023).
11.J. Zhang, J. Tang, J. Zuo, J. Wu, K. Li, J. Zhang, Z. Ren, J. Dou,J. Di, J. Zhao*, Rapid quantitative measurement of internal ultrasonic field in acousto-optic modulator via off-axis digital holography,Optics and Lasers in Engineering171:107793 (2023).
12.Y. Wang, H. Wang, C. Zhou, X. Han, S. Liu, X. Lu,J. Di, L. Zhong*, Real-time phase imaging with physics-enhanced network and equivariance,Optics Letters48(10):2732-2735(2023).
13.J. Tang, J. Zhang, S. Zhang, S. Mao, Z. Ren*,J. Di*, J. Zhao*, Phase aberration compensation via a self-supervised sparse constraint network in digital holographic microscopy,Optics and Lasers in Engineering168:107671 (2023).
14.J. Tang, J. Zhang, Z. Ren,J. Di, X. Wu, J. Zhao, Single-shot image restoration via a model-enhanced network with unpaired supervision in an optical sparse aperture system,Optics Letters48(18):4849-4852(2023).
15.J. Tang, J. Wu, J. Zhang, M. Zhang, Z. Ren*,J. Di*, L. Hu, G. Liu, J. Zhao*, Highly robust spatiotemporal wavefront prediction with a mixed graph neural network in adaptive optics,Photonics Research11(11): 1802-1813 (2023).
16.H. Qiu, X. Liu, K. Wang, J. Dou*,J. Di*, Y. Qin, Real-time phase measurement of optical vortex via digital holography,Frontiers in Physics11:1190616 (2023).
17.K. Liu, Z. Ren*, X. Wu,J. Di, J. Zhao, SSG-Net: A Robust Network for Adaptive Multi-Source Image Registration Based on SuperGlue,Digital Signal Processing140:104128 (2023).
18.J. Liu, M. Zhang, L. Zhang*,J. Di, J. Zhao, M. Gao, Y. Sun, Study on heat and mass transfer distance of water-film evaporation in limited space using dual-wavelength digital holographic interference,Experimental Thermal and Fluid Science144:110816(2023).
19.J. Li, C. Li, Q. Zhang, B. Wu, T. Liu, X. Lu,J. Di, L. Zhong*, Multi-wavelength network: Predicted-illumination for phase unwrapping in quantitative phase imaging,Optics & Laser Technology167:109781 (2023).
20.T. Huang, Q. Zhang, J. Li, X. Lu,J. Di, L. Zhong*, Y. Qin, Single-shot Fresnel incoherent correlation holography via deep learning based phase-shifting technology,Optics Express31(8): 12349-12356 (2023).
21.邸江磊*,林俊成,钟丽云,钱克矛*,秦玉文*,基于深度学习的稀疏或有限角度CT重建方法研究综述(封底文章,特邀综述),激光与光电子学进展,60(8):0811002 (2023).
22.H. Qiu, X.Liu, K.Wang, J.Dou*,J.Di*,Y.Qin, Real-time phase measurement ofoptical vortex via digital holography,Frontiers in Physics, 11:1190616(2023).
23.J Tang, J Zhang, S Zhang, S Mao, Z Ren*,J Di*, J Zhao*, Phase aberration compensation via a self-supervised sparse constraint network in digital holographic microscopy, Optics and Lasers in Engineering, 168:107671 (2023).
24.K. Liu, Z. Ren*, X. Wu,J. Di, J. Zhao,SSG-Net: A Robust Network for Adaptive Multi-Source Image Registration Based on SuperGlue, Digital Signal Processing, 140:104128 (2023).
25.J.Liu, M.Zhang, L.Zhang*,J.Di, J.Zhao, M.Gao, Y.Sun,Study on heat and mass transfer distance of water-film evaporation in limited space using dual-wavelength digital holographic interference,Experimental Thermal and Fluid Science, 144:110816(2023).
26.Y.Wang, H.Wang, C.Zhou, X.Han, S.Liu, X.Lu,J.Di, L.Zhong*,Real-time phase imaging with physics-enhanced network and equivariance,Optics Letters, 48(10):2732-2735(2023).
27.T. Huang, Q. Zhang, J. Li, X. Lu,J. Di, L. Zhong*, Y. Qin,Single-shot Fresnel incoherent correlation holography via deep learning based phase-shifting technology, Optics Express 31(8): 12349-12356 (2023).
28.谢俊,邸江磊*,秦玉文*,深度学习在水下成像技术中的应用,光子学报,51(11): 1101001 (2022).(封面文章,特邀综述)
29.陈建明,曾祥津,钟丽云,邸江磊*,秦玉文*,基于深度学习的图像配准方法研究进展,量子电子学报,39(6): 899-926 (2022).(特邀综述)
30.K.Wang, Q.Kemao*,J.Di*, J.Zhao*,Deep learning spatial phase unwrapping: a comparative review,Advanced Photonics Nexus, 2022, 1(1): 014001.
31.W.Jiang, J.Wu, C.Chen, J.Chen, X.Zeng, L.Zhong,J.Di*, X.Wu*, Y.Qin, Registration of multi-modal images under a complex background combining multiscale features extraction and semantic segmentation,Optics Express, 30(20): 35596-35607 (2022).
32.J.Tang, J.Zhang, J.Dou, J.Zhang,J.Di*, J.Zhao*, Comparison of common-path off-axis digital holography and transport of intensity equation in quantitative phase measurement,Optics and Lasers in Engineering, 157:107126 (2022).
33.J.Tang, J.Zhang, J.Wu,J.Di*, J.Zhao*, Coherent noise suppression of single-shot digital holographic phase via an untrained self-supervised network [Invited],Frontiers in Photonics, 3:907847(2022).
34.J.Dou, C.Ma, K.Wang,J.Di, J.Zhang*, J.Zhao*, Light-field focusing and modulation through scattering media based on dual-polarization-encoded digital optical phase conjugation,Optics Letters, 47 (11), 2738-2741 (2022).
35.J.Wu, J.Tang, J.Zhang,J.Di*, Coherent noise suppression in digital holographic microscopy based on label-free deep learning,Frontiers in Physics, 10:880403 (2022).
36.M.Zhang, J.Liu, J.Dou, J.Zhang, L.Zhang,J.Di*, J.Zhao*, Simultaneous measurement of near-water-film air temperature and humidity fields based on dual-wavelength digital holographic interferometry,Optics Express, 30(10): 17278-17289 (2022).
37.J.Tan, W.Su, Z.He*, N.Huang,J.Di, L.Zhong, Y.Bai, B.Dong, S.Xie, Deep learning-based method for non-uniform motion-induced error reduction in dynamic microscopic 3D shape measurement,Optics Express,30(14): 24245-24260 (2022).
38.J. Tang, J. Wu, J. Zhang, Z. Ren,J. Di*, J. Zhao, Single-Shot Diffraction Autofocusing: Distance Prediction via an Untrained Physics-Enhanced Network,IEEE Photonics Journal,14(1):5207106(2022).
39.S. Dai, J. Mi, J. Dou, H. Lu, C. Dong, L. Ren, R. Zhao, W. Shi, N. Zhang, Y. Zhou, J. Zhang*,J. Di*, J. Zhao*, microscopy for characterizing cell-substrate interactions under noninvasive optical force stimuli,Biosensors and Bioelectronics, 26:114131(2022).
40.S. Dai, J. Mi, J. Dou, T. Yu, M. Zhang,J. Di, J. Zhang*, J. Zhao*, Dual-wavelength surface plasmon resonance holographic microscopy for simultaneous measurements of cell adhesion gap and cytoplasm refractive index,Optics Letters, 47(9):2306-2309(2022).
41.J. Dou, C. Dong, S. Dai, J. Mi, X. Luo,J. Di, J. Zhang*, J. Zhao*, High-resolution surface plasmon resonance holographic microscopy based on symmetrical excitation,Optics and Lasers in Engineering, 153(17):107000(2022).
42.J. Wu, J. Tang, M. Zhang,J. Di*, L. Hu, X. Wu, G. Liu, J. Zhao*, PredictionNet: a long short-term memory-based attention network for atmospheric turbulence prediction in adaptive optics,Applied Optics, 61(13):3687-3694(2022).
43.J. Zhang, S. Dai, C. Ma, T. Xi,J. Di*, J. Zhao*, A review of common-path off-axis digital holography: towards high stable optical instrument manufacturing,Light: Advanced Manufacturing, 2:23(2021).
44.柯宝生,李颖,任振波,邸江磊*,赵建林*,基于深度学习的活体细胞有丝分裂检测方法,光学学报,41(15):1511001(2021).
45.S. Wang, N. Zhang,J. Di, W. Zhao, G. Shi, R. Xie, B. Hu, H. Yang*, Analysis of the effects of magnetic levitation to simulate microgravity environment on the Arp2/3 complex pathway in macrophage,Journal of Biological Physics, 47, 323-335(2021).
46.J. Tang, Z. Ren, X. Wu,J. Di*, G. Liu, J. Zhao*, Object-independent tilt detection for optical sparse aperture system with large-scale piston error via deep convolution neural network,Optics Express, 29(25):41670-41684(2021).
47.邸江磊*,唐雎,吴计,王凯强,张蒙蒙,赵建林*,卷积神经网络在光学信息处理中的应用研究进展,激光与光电子学进展,58(16): 1600001 (2021).(封面文章,特邀综述)
48.S. Dai, T.Yu, J. Zhang, H. Lu, J. Dou, M. Zhang, C. Dong,J. Di*and J. Zhao*, Real-time and wide-field mapping of cell-substrate adhesion gap and its evolution via surface plasmon resonance holographic microscopy,Biosensors and Bioelectronics, 174:112826 (2021).
49.K. Wang, M. Zhang, J. Tang, L. Wang, L. Hu, X. Wu, W. Li,J. Di, G. Liu, J. Zhao*, Deep learning wavefront sensing and aberration correction in atmospheric turbulence,PhotoniX, (1):1-11 (2021).
50.J. Tang, J. Wu, K. Wang, Z. Ren, X. Wu, L. Hu,J. Di*, G. Liu*, J. Zhao*, "RestoreNet-Plus: Image restoration via deep learning in optical synthetic aperture imaging system,"Optics and Lasers in Engineering146, 106707 (2021).
51.Y. Li,J. Di*, L. Ren, J. Zhao*, "Deep-learning-based prediction of living cells mitosis via quantitative phase microscopy,"Chinese Optics Letters19 (5), 051701 (2021).
52.J. Dou, S. Dai, C. Dong, J. Zhang,J. Di*, J. Zhao*, "Dual-channel illumination surface plasmon resonance holographic microscopy for resolution improvement,"Optics Letters46 (7), 1604-1607 (2021).
53.J. Di*, J. Wu, K. Wang, J. Tang, Y. Li, J. Zhao*, "Quantitative phase imaging using deep learning-based holographic microscope,"Frontiers in Physics9, 113 (2021).
54.J. Tang, K. Wang, Z. Ren, W. Zhang, X. Wu,J. Di*, G. Liu*, J. Zhao*, "RestoreNet: a deep learning framework for image restoration in optical synthetic aperture imaging system,"Optics and Lasers in Engineering139, 106463 (2021).
55.J. Di*, W. Han, S. Liu, K. Wang, J. Tang, and J. Zhao*, "Sparse-view imaging of a fiber internal structure in holographic diffraction tomography via a convolutional neural network,"Applied Optics60(4):A234-A242 (2021).
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近五年授权的发明专利:
1. 邸江磊,王凯强,李颖,豆嘉真,戴思清,赵建林, 一种基于深度学习的全息重建算法,专利号:ZL201910000496.5;
2. 邸江磊,豆嘉真,王凯强,赵建林, 一种基于渥拉斯顿棱镜的测量样品偏振态的方法与系统,专利号:ZL201711154680.2;
3. 邸江磊,王凯强,豆嘉真,赵建林, 一种基于偏振分光棱镜的测量样品偏振态的方法与系统,专利号:ZL201711154502.X;
4. 邸江磊,唐雎,吴计,韩文宣,许星星,张佳伟,赵建林,一种基于深度学习的复杂流场测量方法与系统,专利号:ZL202110506788.3;
5. 张维,张继巍,邸江磊,赵建林,一种基于温度控制的自动变焦薄膜液体透镜及制备方法,专利号:ZL202010733528.5;
6. 邸江磊,王凯强,李颖,豆嘉真,戴思清,席特立,赵建林,一种基于深度学习的相位显微成像方法,专利号:ZL201910000530.9;
7. 赵建林,张继巍,戴思清,邸江磊,一种具有亚纳米分辨率的薄膜厚度分布测量方法,中国发明专利,专利号:ZL201710613735.5;
8. 赵建林,张继巍,戴思清,邸江磊,一种用于表面等离子体共振成像的数字全息记录方法,中国发明专利,专利号:ZL201710614343.0;
9. 钟丽云,季以诺,李承颖,高欣,朱伟乐,邸江磊,秦玉文,基于卷积注意力机制的细胞凋亡计数方法、系统及平台,专利号:ZL202211628940.6;
10. 吴小龑,刘国栋,唐雎,邸江磊,任振波,胡流森,赵建林,基于光学合成孔径成像的图像复原处理方法,专利号:ZL202110308146.2。
近五年主持的科研项目:
1.国家重点研发计划项目课题,2021YFB2900903,超低时延、超大连接、安全可信的工业无源光网络架构与系统研究及应用示范,2021/12-2024/11,主持;
2.国家自然科学基金面上项目,62075183,基于深度学习的数字全息显微成像方法研究,2021/01-2024/12,主持;
3.国家自然科学基金NSAF联合基金,U1730137,光学元件亚表面残余应力三维分布测量方法研究,2018/01-2020/12,主持;
4.中国工程物理研究院流体物理研究所,XXX相干合成系统,2024/01-2024/12,主持;
5.中国空空导弹研究院,XXX验证,2022/01-2022/12,主持;
6.中国人民解放军XXX部队,XXX研制,2022/06-2022/12,主持;
7.中国工程物理研究院激光聚变研究中心,XXX检测系统,2021/01-2021/12,主持;
8.国家自然科学基金国家重大科研仪器研制项目,61927810,面向多参量动态测量的宽场无标记表面等离子体共振全息显微镜,2020/01-2024/12,参与;
9.中国载人航天工程空间站实验舱流体物理实验柜项目,空间数字全息干涉仪,2014/01-2022/12,参与。
教学活动:
1.教育部高等教育司产学合作协同育人项目,人工智能课程体系建设,2023/01-2023/12,主持。
我的团队:
隶属于广东工业大学先进光子技术研究院,团队专注光纤通信、光纤传感、计算光学成像、光电检测及器件等方面的研究工作。
联系方式:
指导学生参加大学生创新创业项目,并在全国各类科技竞赛多次获奖,推荐优秀学生赴欧美等高校访学深造,推荐学生赴国防院所和广深相关企业实习锻炼。感兴趣同学请联系: