| DeepSTORM |
Nehme, Shechtman, et al. [84] |
Encoder-decoder |
Camera frame with multiple open-aperture PSFs |
Super-localized PSFs in 2D |
| smNET |
Zhang, Liu, Huang, et al. [85] |
ResNet |
Images of individual astigmatic and double-helix PSFs |
3D coordinates of PSFs, orientation |
| DeepLoco |
Boyd, Jonas, Recht, et al. [86] |
Convolutional |
Images of open aperture, astigmatic, and double-helix PSFs in camera frames |
3D coordinates of PSFs |
| — |
Zelger, Jesacher, et al. [87] |
Convolutional |
Images of individual open aperture PSFs |
3D coordinates of PSFs |
| DECODE |
Speiser, Turaga, and Macke [88] |
Two stacked U-Nets |
Camera frame with multiple open aperture or 3D PSFs |
3D coordinates of PSFs |
| ANNA-PALM |
Ouyang, Zimmer, et al. [89] |
Combination of U-net and GAN |
Widefield image and camera frame sequence with multiple open-aperture PSFs |
Super-resolved 2D image |
| — |
Kim, Moon, and Xu [90] |
Fully-connected |
Images of individual open-aperture PSFs |
Axial position of emitter and color channel |
