Survey of transformers for remote sensing
Survey of transformers for remote sensing
Transformers in Remote Sensing: A Survey
arXiv paper abstract https://arxiv.org/abs/2209.01206v1
arXiv PDF paper https://arxiv.org/pdf/2209.01206v1.pdf
Papers on GitHub https://github.com/VIROBO-15/Transformer-in-Remote-Sensing
Deep learning-based algorithms have seen a massive popularity in different areas of remote sensing image analysis over the past decade.
... transformers-based architectures ... have pervaded computer vision field where the self-attention mechanism has been utilized as a replacement to the popular convolution operator for capturing long-range dependencies.
... remote sensing community has also witnessed an increased exploration of vision transformers for a diverse set of tasks.
... the first to present a systematic review of recent advances based on transformers in remote sensing.
... survey covers more than 60 recent transformers-based methods for different remote sensing problems in sub-areas of remote sensing: very high-resolution (VHR), hyperspectral (HSI) and synthetic aperture radar (SAR) imagery ...
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