2 code implementations • 6 Apr 2024 • Xianping Ma, Xiaokang Zhang, Xingchen Ding, Man-on Pun, Siwei Ma
Cross-domain semantic segmentation of remote sensing (RS) imagery based on unsupervised domain adaptation (UDA) techniques has significantly advanced deep-learning applications in the geosciences.
1 code implementation • 3 Apr 2024 • Xianping Ma, Xiaokang Zhang, Man-on Pun
Experimental results on two widely used datasets, ISPRS Vaihingen and LoveDA Urban, demonstrate the effectiveness and potential of the proposed RS3Mamba.
1 code implementation • 17 Mar 2024 • Jialu Sui, Xianping Ma, Xiaokang Zhang, Man-on Pun
However, the high-frequency details generated by DDPM often suffer from misalignment with HR images due to the model's tendency to overlook long-range semantic contexts.
1 code implementation • 14 Mar 2024 • Qianqian Wu, Xianping Ma, Jialu Sui, Man-on Pun
The proposed method introduces a novel Dual-stream Fusion framework for LCZ classification (DF4LCZ), integrating instance-based location features from Google imagery with the scene-level spatial-spectral features extracted from Sentinel-2 imagery.
2 code implementations • 5 Dec 2023 • Xianping Ma, Qianqian Wu, Xingyu Zhao, Xiaokang Zhang, Man-on Pun, Bo Huang
Furthermore, the boundary loss capitalizes on the distinctive features of SGB by directing the model's attention to the boundary information of the object.
1 code implementation • 6 Jun 2023 • Yihan Wen, Xianping Ma, Xiaokang Zhang, Man-on Pun
Furthermore, the Difference Conditional Encoder (DCE), is designed to guide the generation of CD maps by exploiting multi-level difference features.
1 code implementation • Jounal 2023 • Jialu Sui, Xianping Ma, Xiaokang Zhang, Man-on Pun
To cope with this problem, this work proposes a novel global context-driven residual dense network (GCRDN) for satellite image SR based on the encoder and decoder architecture.