akilasadhish / a-system-for-effecient-remote-sensing-image-scene-classification-

Remote Sensing Image Scene Classification Using Deep Learning

Here we classified scene images of NWPU-RESISC45 dataset The dataset can be downloaded from http://www.escience.cn/people/JunweiHan/NWPU-RESISC45.html We applied Convolutional Neural Network on this dataset to classifiy images. We trained the dataset from scratch. Also appied transfer learning using pre-trained VGG16 abd ResNet50.

We used training_from_scratch.py to train the dataset from scratch. We used python 2.7, keras 2.05 and Theano backend 1.0,OpenCV 3.30. Applied transfer learning using VGG16_Transfer_Learning.py and RestNet50_Transfer_Learning.py. Here we used python 3.5, keras, 2.05 using Tensorfloe backend 1.0 and openCV 3.30