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Fourier ptychographic microscopy aided with transport of intensity equation for robust full phase spectrum reconstruction
Miko{\l}aj Rogalski, Juan Martinez-Carranza, Bartosz G\'orski, Piotr Arcab, Micha{\l} J\'o\'zwik, Piotr Zda\'nkowski, Magdalena Sobie\'n, Marzena Stefaniuk, Shun Zhou, Chao Zuo, Maciej Trusiak
https://

Fourier ptychographic microscopy aided with transport of intensity equation for robust full phase spectrum reconstruction
Fourier ptychographic microscopy (FPM) is a pivotal computational imaging technique that achieves phase and amplitude reconstruction with high resolution and wide field of view, using low numerical aperture objectives and LED array illumination. Despite its unique strengths, FPM remains fundamentally limited in retrieving low spatial frequency phase information due to the absence of phase encoding in all brightfield illumination angles. To overcome this, we present a novel hybrid approach that …

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A Descriptor Is All You Need: Accurate Machine Learning of Nonadiabatic Coupling Vectors
Jakub Martinka, Lina Zhang, Yi-Fan Hou, Miko{\l}aj Martyka, Ji\v{r}\'i Pittner, Mario Barbatti, Pavlo O. Dral
https://arxiv.org/abs/2505.23344

A Descriptor Is All You Need: Accurate Machine Learning of Nonadiabatic Coupling Vectors
Nonadiabatic couplings (NACs) play a crucial role in modeling photochemical and photophysical processes with methods such as the widely used fewest-switches surface hopping (FSSH). There is therefore a strong incentive to machine learn NACs for accelerating simulations. However, this is challenging due to NACs' vectorial, double-valued character and the singularity near a conical intersection seam. For the first time, we design NAC-specific descriptors based on our domain expertise and show tha…

Raiders punter’s record contract provides stability, new landscaping https://www.reviewjournal.com/sports/raiders/raiders-punters-record-contract-provides-stability-new-landscaping-3379593/