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. 2020 Feb 27;11(3):1633–1661. doi: 10.1364/BOE.386361

Table 3. Presented methods in section 5.3.

Name Reference Network type Input Output
Hershko, Weiss, Shechtman, et al. [95] 1) Convolutional (for color channel identification of open-aperture PSFs) Images of individual open-aperture PSFs Color channel
2) Small architecture Simulated point sources, mismatch between net 3 prediction and ground truth PSFs, used to optimize SLM pattern in combination with output from net 3
3) Encoder-decoder (for analysis of PSFs after SLM optimization) Camera frame with multiple PSFs Color channel, 2D coordinates of PSFs
DeepSTORM3D Nehme, Shechtman, et al. [96] 1) Convolutional with skipped connections Simulated point sources, mismatch between net 2 prediction and ground truth PSFs, used to optimize phase mask pattern in combination with output from net 2
2) Convolutional with skipped connections and upsampling Camera frame with multiple 3D PSFs 3D coordinates of PSFs