TY - GEN
T1 - FOURIER PTYCHOGRAPHY MICROSCOPY WITH INTEGRATED POSITIONAL MISALIGNMENT CORRECTION
AU - do Nascimento Damurie da Silva, Juliana
AU - Horain, Patrick
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024/1/1
Y1 - 2024/1/1
N2 - Fourier Ptychography Microscopy enables reconstructing both intensity and phase high-resolution wide-field images from multiple captures under varying illumination directions. The capture process is classically modeled using a neural network. The reconstructed object is iteratively optimized by gradient descent so the network output matches the captures. Although, this process hinges on a precise estimation of the system geometry. While previous works alternate object image refinement and LEDs positional misalignment correction, we show that geometry estimation can be efficiently integrated into the object reconstruction process, so achieving system self-calibration, and enhancing the quality of reconstructed images.
AB - Fourier Ptychography Microscopy enables reconstructing both intensity and phase high-resolution wide-field images from multiple captures under varying illumination directions. The capture process is classically modeled using a neural network. The reconstructed object is iteratively optimized by gradient descent so the network output matches the captures. Although, this process hinges on a precise estimation of the system geometry. While previous works alternate object image refinement and LEDs positional misalignment correction, we show that geometry estimation can be efficiently integrated into the object reconstruction process, so achieving system self-calibration, and enhancing the quality of reconstructed images.
KW - Fourier Pytchography Microscopy
KW - Neural Networks
KW - Position misalignment
UR - https://www.scopus.com/pages/publications/85216871350
U2 - 10.1109/ICIP51287.2024.10647880
DO - 10.1109/ICIP51287.2024.10647880
M3 - Conference contribution
AN - SCOPUS:85216871350
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 2846
EP - 2851
BT - 2024 IEEE International Conference on Image Processing, ICIP 2024 - Proceedings
PB - IEEE Computer Society
T2 - 31st IEEE International Conference on Image Processing, ICIP 2024
Y2 - 27 October 2024 through 30 October 2024
ER -