MCTNet: A Multi-Scale CNN-Transformer Network for Change Detection in Optical Remote Sensing Images. (arXiv:2210.07601v1 [cs.CV])

For the task of change detection (CD) in remote sensing images, deep
convolution neural networks (CNNs)-based methods have recently aggregated
transformer modules to improve the capability of global feature extraction.
However, they suffer degraded CD performance on small changed areas due to the
simple single-scale integration of deep CNNs and transformer modules. To
address this issue, we propose a hybrid network based on multi-scale
CNN-transformer structure, termed MCTNet, where the multi-scale global and
local information are exploited to enhance the …

arxiv change cnn detection images network remote scale sensing transformer