Sonar to image by cGAN

An implementation* of sonar to image in Keras.

*K. Terayama, K. Shin, K. Mizuno, K. Tsuda, "Integration of sonar and optical camera images using deep neural network for fish monitoring," Aquacultural Engineering, Vol. 86, 102000, 2019. [DOI: 10.1016/j.aquaeng.2019.102000]

Requirements

• python 3.6.1
• NumPy 1.13.3
• tensorflow 1.2.1
• Keras 2.0.6
• Pillow 4.2.1

USAGE

• train without sonar images python train.py -g [gpu ID] -b [batch size] -e [number of epochs] -o [output directory] -l [lambda] -d [darkness]
• train with sonar images python train_sonar.py -g [gpu ID] -b [batch size] -e [number of epochs] -o [output directory] -l [lambda] -d [darkness]

METHOD