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Data_fusion_HSI_LiDAR

HSI and LiDAR image fusion based on Deep Learning

Author

@Shoupingshan

Platform

  1. Ubuntu 14.04
  2. CUDA 8.0
  3. GTX 850M
  4. tensorflow-1.4
  5. python2/python3

Architecture of Convolutional Neural Network used

input- [conv - relu - maxpool] x 2 - [affine - relu] x 2 - affine - softmax HSI_net LiDAR

Files

./HSI/Load_data.py Load HSI source data and make Train/Test files as patch

./HSI/CNN.py define CNN parameters ./HSI/CNN_feed.py Train HSI CNN weights ./HSI/run_cnn.py HSI classification using pre-trained CNN parameters ./HSI/Spatial_dataset.py Provides a highly flexible Dataset class for handling the HSI data. ./HSI/Get_feature.py Save last-pooling-layer-flat feature ./DSM Almost the same as ./HSI

Result

GT HSI_result

Contact

[email protected]