Code for the paper "Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data" (Accepted in IGARSS 2019)

September 7, 2023 ยท View on GitHub

This is the github repository containing the code for the paper "Detecting Urban Changes with Recurrent Neural Networks from Multitemporal Sentinel-2 Data" by Maria Papadomanolaki, Sagar Verma, Maria Vakalopoulou, Siddharth Gupta, Konstantinos Karantzalos.

MultiDate-LSTM code is available here.

Requirements

The code has been tested on:

  • 4xNvidia P100 GPU
  • Ubuntu 18.04 LTS on 96 vCPUs and 240 GB of RAM (Large scale inference will be slower on other configurations)
  • Pytorch v0.4.0
  • Opencv 3.0

Urbanization detection output

Multidate Sentinel-2 dataset

  1. OSCD
  2. OSCD + Our Dates
  3. Pretrained weight for Bi-Date Siamese Model

Contact

For any queries, please contact

Sagar Verma: sagar@granular.ai