7 papers
FUSAR-KLIP: Towards Multimodal Foundation Models for Remote Sensing
Yi Yang, Xiaokun Zhang, Qingchen Fang +5
Cross-modal artificial intelligence, represented by visual language models, has achieved significant success in general image understanding. However, a fundamental cognitive incons…
Object Fidelity Diffusion for Remote Sensing Image Generation
Ziqi Ye, Shuran Ma, Jie Yang +5
High-precision controllable remote sensing image generation is both meaningful and challenging. Existing diffusion models often produce low-fidelity images due to their inability t…
SARChat-Bench-2M: A Multi-Task Vision-Language Benchmark for SAR Image Interpretation
Zhiming Ma, Xiayang Xiao, Sihao Dong +3
As a powerful all-weather Earth observation tool, synthetic aperture radar (SAR) remote sensing enables critical military reconnaissance, maritime surveillance, and infrastructure…
When Segmentation Meets Hyperspectral Image: New Paradigm for Hyperspectral Image Classification
Weilian Zhou, Weixuan Xie, Sei-ichiro Kamata +4
Hyperspectral image (HSI) classification is a cornerstone of remote sensing, enabling precise material and land-cover identification through rich spectral information. While deep l…
Contrastive Representation Distillation via Multi-Scale Feature Decoupling
Cuipeng Wang, Haipeng Wang
Knowledge distillation enhances the performance of compact student networks by transferring knowledge from more powerful teacher networks without introducing additional parameters.…
Electromagnetic Scattering Kernel Guided Reciprocal Point Learning for SAR Open-Set Recognition
Xiayang Xiao, Zhuoxuan Li, Ruyi Zhang +2
The limitations of existing Synthetic Aperture Radar (SAR) Automatic Target Recognition (ATR) methods lie in their confinement by the closed-environment assumption, hindering their…