nus_solar

Training scripts for the deepsolareye dataset

Basic CNN

The trained model looks like this

The model got an MSE of 0.009 for testing. The results can be seen here

And the loss graph plotted on tensorboard looks like this

A mobilenet model was also trained

The results for training after one epoch are as follows:

Name		Name	Last commit message	Last commit date
Latest commit History 19 Commits
images		images
Benchmarking_Vis.ipynb		Benchmarking_Vis.ipynb
README.md		README.md
augmentation.py		augmentation.py
basic_cnn.py		basic_cnn.py
explore.ipynb		explore.ipynb
masking.ipynb		masking.ipynb
mobilenet.ipynb		mobilenet.ipynb
mobilenet.py		mobilenet.py
mobilenet_benchmark.py		mobilenet_benchmark.py
mobilenet_model.h5		mobilenet_model.h5
mobilenet_vis.ipynb		mobilenet_vis.ipynb
overlay-basic-imp.ipynb		overlay-basic-imp.ipynb
preprocess.py		preprocess.py
requirements.txt		requirements.txt
resnet_50_vis.ipynb		resnet_50_vis.ipynb
resnet_pi.ipynb		resnet_pi.ipynb
resnet_tpu.ipynb		resnet_tpu.ipynb
vanilla_benchmark.py		vanilla_benchmark.py