Support code for training and testing the studied methods, implemented using TensorFlow 2.
NEW (11/09/2023): Try our models in this Colab Notebook!
To superresolve an image using one of the provided models, use the demo.py script:
python demo.py models/<model.h5> <path to image>
Some example images:
If you find our work helpful for your research, please cite our publications:
@inproceedings{10.1007/978-3-031-44237-7_5,
author = {Berral-Soler, Rafael and Madrid-Cuevas, Francisco J. and Ventura, Sebasti\'{a}n and Mu\~{n}oz-Salinas, Rafael and Mar\'{\i}n-Jim\'{e}nez, Manuel J.},
title = {A Comparison of Neural Network-Based Super-Resolution Models on 3D Rendered Images},
booktitle = {Computer Analysis of Images and Patterns: 20th International Conference, CAIP 2023, Limassol, Cyprus, September 25–28, 2023, Proceedings, Part I},
doi = {10.1007/978-3-031-44237-7_5},
year = {2023},
publisher = {Springer-Verlag},
pages = {45–55},
isbn = {978-3-031-44236-0},
}