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Deep learning-based spectroscopic single-molecule localization microscopy.

Sunil Kumar GaireAli DaneshkhahEthan FlowerdayRuyi GongJane FrederickVadim Backman
Published in: Journal of biomedical optics (2024)
We demonstrate the feasibility of deep learning-based reconstruction for sSMLM imaging applicable to label-free and fluorescence-labeled sSMLM imaging data. We anticipate our technique will be a valuable tool for high-quality super-resolution imaging for a deeper understanding of DNA molecules' photophysics and will facilitate the investigation of multiple nanoscopic cellular structures and their interactions.
Keyphrases
  • single molecule
  • high resolution
  • deep learning
  • label free
  • atomic force microscopy
  • machine learning
  • computed tomography
  • pet ct
  • mass spectrometry
  • quantum dots
  • fluorescence imaging
  • positron emission tomography