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A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.

Home Page: https://github.com/MinZHANG-WHU/Change-Detection-Review

artificial-intelligence caffe change-detection code deep-learning keras machine-learning matlab open-datasets python pytorch remote-sensing review sar streetview tensorflow unsupervised-learning

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change-detection-review's Issues

Please add our paper

Hi,

Can you please add our recent CD paper with Transformers ("A Transformer-Based Siamese Network for Change Detection") to your collection?

arxiv link: https://arxiv.org/abs/2201.01293
Code: https://github.com/wgcban/ChangeFormer
Abstract: This paper presents a transformer-based Siamese network architecture (abbreviated by ChangeFormer) for Change Detection (CD) from a pair of co-registered remote sensing images. Different from recent CD frameworks, which are based on fully convolutional networks (ConvNets), the proposed method unifies hierarchically structured transformer encoder with Multi-Layer Perception (MLP) decoder in a Siamese network architecture to efficiently render multi-scale long-range details required for accurate CD. Experiments on two CD datasets show that the proposed end-to-end trainable ChangeFormer architecture achieves better CD performance than previous counterparts.

Thank you.

Datasets Download

Thank you for your repo on Change Detection.
Please where can I download any or all of the following datasets:

  • Bern dataset
  • the Ottawa dataset
  • the Yellow River dataset, and
  • the Mexico dataset
    ?

Good review !

Thank you for your generous sharing!

This is the most comprehensive review of change detection to date and is more formal than wenhwu/awesome-remote-sensing-change-detection.

I found a small problem, the red underlining in the picture below can be ambiguous.

Screenshot_1

Thanks! Hopefully, this repo will be maintained for a long time.

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