3 papers
cs.CV2026
DMAConv: Dual Mask-Adaptive Convolution for Remote Sensing Pansharpening
Xianghong Xiao, Zeyu Xia, Zhou Fei +3
Pansharpening aims to fuse a high-resolution panchromatic image with a low-resolution multispectral image. Existing deep learning methods, including recent adaptive convolutions, s…
cs.CV2025
Two-Stage Random Alternation Framework for One-Shot Pansharpening
Haorui Chen, Zeyu Ren, Jiaxuan Ren +4
Deep learning has substantially advanced pansharpening, achieving impressive fusion quality. However, a prevalent limitation is that conventional deep learning models, which typica…
cs.CV2025
A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
Jie Huang, Haorui Chen, Jiaxuan Ren +2
Currently, deep learning-based methods for remote sensing pansharpening have advanced rapidly. However, many existing methods struggle to fully leverage feature heterogeneity and r…