3 papers
cs.CV2026
HarmoniDiff-RS: Training-Free Diffusion Harmonization for Satellite Image Composition
Xiaoqi Zhuang, Jefersson A. Dos Santos, Jungong Han
Satellite image composition plays a critical role in remote sensing applications such as data augmentation, disaste simulation, and urban planning. We propose HarmoniDiff-RS, a tra…
eess.IV2025
Rethinking the Upsampling Layer in Hyperspectral Image Super Resolution
Haohan Shi, Fei Zhou, Xin Sun +1
Deep learning has achieved significant success in single hyperspectral image super-resolution (SHSR); however, the high spectral dimensionality leads to a heavy computational burde…
cs.CV2025
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention
Shanwen Wang, Xin Sun, Changrui Chen +2
Semi-supervised learning offers an appealing solution for remote sensing (RS) image segmentation to relieve the burden of labor-intensive pixel-level labeling. However, RS images p…