SAR-Colorization
Code for Paper Q. Song, F. Xu, and Y.Q. Jin, "Radar Image Colorization: Converting Single-Polarization to Fully Polarimetric Using Deep Neural Networks," IEEE Access.
- Datasets that used in the paper can be downloaded from https://www.asf.alaska.edu/ select UAVSAR data acquired at San Andreas fault.
Prerequisites
- Python 2.7
- Tensorflow
- SciPy
- NumPy
- h5py
Useage
First, download dataset:
$ Download the data(https://www.asf.alaska.edu/), and save it as *.mat* file. Two Images used in this paper are SanAnd_08503_12130_002_121109_L090_CX_01 and gulfco_00702_12053_004_120702_L090_CX_01.
$ mkdir data
... and copy data into it.
To train a model:
$ python main.py
Results
VV-pol SAR Image
Actual Full-pol SAR Image
Reconstructed Full-pol Image
Authors
Reference
[1] Q. Song, F. Xu, and Y.Q. Jin, "Radar Image Colorization: Converting Single-Polarization to Fully Polarimetric Using Deep Neural Networks," IEEE Access.
[2] G. Larsson, M. Maire, and G. Shakhnarovich, “Learning representations for automatic colorization,” arXiv: 1603.06668, 2016.