| — |
Xu, Fang, et al. [100] |
Convolutional with LSTM layers |
Fluorescence intensity traces |
Stoichiometry of fluorescently labeled protein complexes |
| — |
Paine and Fienup [101] |
Inception v3 |
Images of individual arbitrary PSFs |
Zernike coefficients of order 2 to 5 as starting guesses for subsequent phase retrieval |
| smNET |
Zhang, Liu, Huang, et al. [85] |
ResNet |
Images of individual biplane PSFs |
Zernike coefficients of order 1 to 5 |
| — |
Zelger, Jesacher, et al. [87] |
Convolutional |
Images of individual open aperture PSFs |
Zernike coefficients for first order astigmatism and spherical aberration |
| — |
Möckl, Moerner, et al. [102] |
ResNet |
Stack of five z-slices of an individual arbitrary PSF |
Zernike coefficients of order 1 to 6 |
| BGnet |
Möckl, Roy, Moerner, et al. [103] |
U-net |
Images of individual arbitrary PSFs |
Structure and intensity of background |
