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

Fig. 5.

Fig. 5.

Modern NN architectures relevant for image analysis in single-molecule experiments. A) Convolutional neural net (ConvNet). B) Residual net (ResNet). C) Encoder-decoder architecture. D) U-net. E) Inception architecture. F) Generative adversarial network. Note that all depicted network types exhibit considerable variations in the exact architecture, e.g. number of layers or layer sequence.