Incorporating convolutional and transformer architectures to enhance semantic segmentation of fine-resolution urban images

Author:

Yu Xizi1,Li Shuang234,Zhang Yu234

Affiliation:

1. MOE Key Laboratory of Western China’s Environmental Systems, College of Earth and Environmental Sciences, Lanzhou University, Lanzhou, China

2. Guangzhou Urban Planning & Design Survey Research Institute, Guangzhou, China

3. Collaborative Innovation Center for Natural Resources Planning and Marine Technology of Guangzhou, Guangzhou, China

4. Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring and Early Warning, Guangzhou, China

Funder

Key-Area Research and Development Program of Guangdong Province

Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring and Early Warning

The Science and Technology Foundation of Guangzhou Urban Planning & Design Survey Research Institute

Publisher

Informa UK Limited

Reference72 articles.

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2. Beyond RGB: Very high resolution urban remote sensing with multimodal deep networks

3. Swin-Unet: Unet-Like Pure Transformer for Medical Image Segmentation

4. Caye Daudt, R., Le Saux, B., & Boulch, A. (2018). Fully convolutional siamese networks for change detection. 2018 25th IEEE International Conference on Image Processing (ICIP) Presented at the 2018 25th IEEE International Conference on Image Processing (ICIP) (pp. 4063–4067). https://doi.org/10.1109/ICIP.2018.8451652

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