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Change Detection in Remote Sensing

Project Organization

  • main: Pipeline for training and evaluation
  • config: Model config and file paths
  • checkpoint: MXNet checkpoint files
  • data: Rawdata and temporal data
  • Pretrain_model: pretrained model file
  • model: MXNet Symbols of VGG16, Resnet
  • utils.preprocessing: Utility function for preprocessing, such as PCA, Rescaling.
  • utils.io: Utility function for I/O
  • utils.filter: Weighted median filter
  • utils.label_data: A handy tool for labeling data manually.

Requirements

  • Apache MXNet 0.12.0
  • python 2.7

Usage

python main.py --model vgg16 --opt sgd --lr 1e-5 --t1 0.2 --t2 0.99 --epoch 0 --num_epoch 100