# text-image-super-resolution-0001¶

## 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.

Metric

Value

PSNR

21.64 dB

GFlops

1.379

MParams

0.003

Source framework

PyTorch*

## Inputs¶

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

## Outputs¶

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