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 device and
support the reshape
function.
Example#
Low Resolution#
Bicubic Interpolation#
Super Resolution#
Specification#
Metric |
Value |
---|---|
PSNR |
20.318 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 sizeC
- number of channelsH
- image heightW
- image width
Outputs#
One blob with shapes 1, 1, 1080, 1920
. The blob contains an image after super resolution.
Demo usage#
The model can be used in the following demos provided by the Open Model Zoo to show its capabilities:
Legal Information#
[*] Other names and brands may be claimed as the property of others.