PhotonIcs and Electromagnetics Research Symposium, also known as Progress In Electromagnetics Research Symposium
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5_FocusSession.SC5: Inverse Scattering and Imaging via Machine Learning

Session Organizers

Xudong Chen
National University of Singapore
Singapore
Tiantian Yin
National University of Singapore
Singapore

Session Infomation

The session welcomes all papers that are related to learning approaches to electromagnetic inverse scattering problems or imaging problems. The session aims at presenting frontier research in the theories, computations, and applications of machine learning for solving electromagnetic inverse scattering problems or imaging problems. All types of learning algorithms are welcomed: supervised and semi-supervised learning, unsupervised learning, and reinforcement learning. Applications include but not limited to microwave imaging, through-wall-imaging, non-line-of-sight imaging, subsurface detection, electric impedance or capacitance tomography, biomedical imaging, near-field optical imaging, non-destructive testing/evaluation, remote sensing, radar imaging, phaseless imaging, and millimetre-wave short-range imaging.

Submitted Articles

Note: The following submitted articles are not guaranteed to be scheduled in the final program at this stage. The final presentation type and arranged session will be decided by Technical Program Committee.
Presenting Author Talk Time Paper Title | Authors | Abstract Session Date / Room
00:00
Onsite
Invited
Physics-guided Loss Functions Impact Performance of Deep-learning-based Inverse-scattering-problem Solver
Zicheng Liu (Northwestern Polytechnical University) Mayank Roy (UiT The Arctic University of Norway) Dilip K. Prasad (UiT --- The Arctic University of Norway) *Krishna Agarwal (UiT --- The Arctic University of Norway)
[View Abstract]

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Room:
00:00
Onsite
Reconstruction-free Face Verification with Lensless Camera and Neural Network
Yinger Zhang (Zhejiang University) Zhengjie Huang (Zhejiang University) Jingxin Tang (Zhejiang University) *Jiangtao Huangfu (Zhejiang University)
[View Abstract]

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Room:
00:00
Onsite
Reverse Time Migration Method of Linear Frequency Modulation Ground Penetrating Radar Based on gprMax
Jianrong Geng (Fudan University) *Hongxia Ye (Fudan University)
[View Abstract]

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Room:
00:00
Onsite
Invited
Key Points in Inverse Scattering Problems
*Rocco Pierri (Universita degli studi della Campania Luigi Vanvitelli) Raffaele Solimene (Universita degli Studi della Campania ``Luigi Vanvitelli'')
[View Abstract]

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Room:
00:00
Onsite
Global Seamless 250-m 8-day Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) Products Development Using a Bidirectional Long Short-term Memory (Bi-LSTM) Model
*Han Ma (The University of Hong Kong) Shunlin Liang (The University of Hong Kong)
[View Abstract]

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Room:
00:00
Onsite
A Scalable Deep Learning Model for Simultaneous Reconstruction and Transmitter Localization in Inverse Scattering
*Girija Ramesan Karthik (Indian Institute of Science) Prasanta Kumar Ghosh (Indian Institute of Science)
[View Abstract]

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Room:
00:00
Onsite
Invited
3D Inverse Scattering Imaging Based on Machine Learning Method Trained by Semi-experimental Data
Naike Du (Beijing Institute of Technology) Jing Wang (Beijing Institute of Technology) Xinhui Zhang (Beijing Institute of Technology) *Xiuzhu Ye (Beijing Institute of Technology)
[View Abstract]

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Room:
00:00
Onsite
A Deep Learning-based Approach for Millimeter-wave Short-range Imaging
*Tiantian Yin (National University of Singapore) Xudong Chen (National University of Singapore)
[View Abstract]

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Room:
00:00
Onsite
Invited
Physics-assisted Deep-learning for Microwave Tomography: Merging Inverse Scattering Techniques with Articial Intelligence
Á. Yago Ruiz (IREA --- Institute for Electromagnetic Sensing of the Environment) Rosa Scapaticci (Institute for Electromagnetic Sensing of the Environment) Roberta Palmeri (National Research Council) Marta Cavagnaro (Sapienza University of Rome) *Lorenzo Crocco (National Research Council)
[View Abstract]

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Room:
00:00
Onsite
Invited
Electromagnetic Inverse Scattering via Deep Learning Enhanced by Virtual Experiments
*Martina Teresa Bevacqua (Università Mediterranea di Reggio Calabria) Cosimo Ieracitano (University `Mediterranea' of Reggio Calabria) Nadia Mammone (University `Mediterranea' of Reggio Calabria) Francesco Carlo Morabito (University Mediterranea of Reggio Calabria) Tommaso Isernia (Università Mediterranea di Reggio Calabria) Loreto Di Donato (University of Catania)
[View Abstract]

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Room:
00:00
Onsite
Keynote
Electromagnetic Inverse Design via Inverse Scattering and Deep Learning Procedures
*Tommaso Isernia (Università Mediterranea di Reggio Calabria) *** *** *** ***
[View Abstract]

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Room:

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