ChangeDetectionBaseline
Baseline approach to Change Detection using deep learning and Siamese CNNs
Setup:
Start with installing the prerequisite python libraries. We worked with the following versions:
tensorflow 1.12.0
Keras 2.2.4
Keras-Applications 1.0.7
Keras-Preprocessing 1.0.5
numpy 1.16.0
opencv-python-headless 4.0.0.21
scikit-image 0.14.2
scikit-learn 0.20.2
albumentations 0.2.0
image-classifiers 0.2.0
imageio 2.5.0
imageio-ffmpeg 0.2.0
seaborn 0.9.0
segmentation-models 0.2.0
tqdm 4.29.1
Donwload the dataset and place it into a folder specified in Settings.py.
Then run "python main.py" with the required arguments (such as encoder type, number of epochs or the batch size).
Run this to see the help:
python3 main.py --help