H2RSVLM: Towards Helpful and Honest Remote Sensing Large Vision Language Model

1 code implementation • 29 Mar 2024 • Chao Pang, Jiang Wu, Jiayu Li, Yi Liu, Jiaxing Sun, Weijia Li, Xingxing Weng, Shuai Wang, Litong Feng, Gui-Song Xia, Conghui He

The generic large Vision-Language Models (VLMs) is rapidly developing, but still perform poorly in Remote Sensing (RS) domain, which is due to the unique and specialized nature of RS imagery and the comparatively limited spatial perception of current VLMs.

Hallucination Language Modelling +2

HiCD: Change Detection in Quality-Varied Images via Hierarchical Correlation Distillation

1 code implementation • 19 Jan 2024 • Chao Pang, Xingxing Weng, Jiang Wu, Qiang Wang, Gui-Song Xia

This ensures effective knowledge transfer while maintaining the student model's training flexibility.

Change Detection Knowledge Distillation +1

DAM-Net: Global Flood Detection from SAR Imagery Using Differential Attention Metric-Based Vision Transformers

1 code implementation • 1 Jun 2023 • Tamer Saleh, Xingxing Weng, Shimaa Holail, Chen Hao, Gui-Song Xia

The detection of flooded areas using high-resolution synthetic aperture radar (SAR) imagery is a critical task with applications in crisis and disaster management, as well as environmental resource planning.