Use Case and High-Level Description

A tiny model to upscale scanned images with text. The model used the ConvTranspose2d layer instead of the PixelShuffle layer. As a result, the model can be launched on GPU and MYRIAD devices and support the reshape function.


Low Resolution

Bicubic Interpolation

Super Resolution


Metric Value
PSNR 21.64 dB
GFlops 1.379
MParams 0.003
Source framework PyTorch*


Image, name: 0, shape: 1, 1, 360, 640 in the format B, C, H, W, where:

  • B - batch size
  • C - number of channels
  • H - image height
  • W - image width


One blob with shapes 1, 1, 1080, 1920. The blob contains an image after super resolution.

Legal Information

[*] Other names and brands may be claimed as the property of others.