Abstract. Significance Near-infrared (NIR) fluorescence lifetime imaging (FLI) provides molecular and functional contrast that encodes local biochemical and biophysical environments beyond what fluorescence intensity alone can reveal. Realizing this potential across biological imaging and emerging clinical applications...
Nan-Xue Yuan, Catherine Sherry, N. Nizam et al.· Journal of Biomedical Optics· 0 citations
Fluorescence lifetime imaging has emerged as a powerful tool for quantitatively assessing the molecular environment of live tissues. While fluorescence lifetime microscopy is a maturing field, achieving effective 3D imaging in deep tissues remains challenging due to high scattering. In this study, we present a deep neu...
N. Nizam, Vikas Pandey, Ismail Erbas et al.· Journal of Biophotonics· 0 citations
PyFLI is an open-source framework for FLI processing and standardized data simulation that imports measurements from acquisition systems, simulates labeled data under configurable acquisition and noise conditions, and provides complementary approaches for parameter estimation.
Vikas Pandey, Ismail Erbas, Margarida Barroso et al.· 0 citations
R recurrent-state write-back is established as a key determinant of low-precision recurrent dynamics and the state-storage interface is identified as a central design consideration for quantized recurrent inference.