Skip to main content
. 2021 Apr 28;9:1800113. doi: 10.1109/JTEHM.2021.3076152

TABLE 2. Convolutional Neural Network-Based Super-Resolution.

Method Featured structure Average Computation time
Super-Resolution Convolutional Neural Network (SRCNN) No pooling process 0.39 s per image in dataset Inline graphic at magnification power of 3 [9]
Fast Super-Resolution Convolutional Neural Network (FSRCNN) No pooling process and additional process of shrinking and expanding 0.061 s per image in dataset Inline graphic at magnification power of 3 [11]
Deeply-Recursive Convolutional Network (DRCN) No pooling process, partially recursive layers, and skip connection Not measured in [12]