RSPrompter: Learning to prompt for remote sensing instance segmentation based on visual foundation model

K Chen, C Liu, H Chen, H Zhang, W Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Leveraging the extensive training data from SA-1B, the segment anything model (SAM)
demonstrates remarkable generalization and zero-shot capabilities. However, as a category …

MTP: Advancing remote sensing foundation model via multi-task pretraining

D Wang, J Zhang, M Xu, L Liu, D Wang… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Foundation models have reshaped the landscape of Remote Sensing (RS) by enhancing
various image interpretation tasks. Pretraining is an active research topic, encompassing …

RSBuilding: Towards General Remote Sensing Image Building Extraction and Change Detection with Foundation Model

M Wang, K Chen, L Su, C Yan, S Xu, H Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
The intelligent interpretation of buildings plays a significant role in urban planning and
management, macroeconomic analysis, population dynamics, etc. Remote sensing image …

[HTML][HTML] AMFNet: Attention-Guided Multi-Scale Fusion Network for Bi-Temporal Change Detection in Remote Sensing Images

Z Zhan, H Ren, M Xia, H Lin, X Wang, X Li - Remote Sensing, 2024 - mdpi.com
Change detection is crucial for evaluating land use, land cover changes, and sustainable
development, constituting a significant component of Earth observation tasks. The difficulty …

[HTML][HTML] Improving Unsupervised Object-Based Change Detection via Hierarchical Multi-Scale Binary Partition Tree Segmentation: A Case Study in the Yellow River …

Y Du, X He, L Chen, D Wang, W Jiao, Y Liu, G He… - Remote Sensing, 2024 - mdpi.com
Change detection in remote sensing enables identifying alterations in surface characteristics
over time, underpinning diverse applications. However, conventional pixel-based algorithms …

Change-Agent: Towards Interactive Comprehensive Change Interpretation and Analysis from Change Detection and Change Captioning

C Liu, K Chen, H Zhang, Z Qi, Z Zou, Z Shi - arXiv preprint arXiv …, 2024 - arxiv.org
Monitoring changes in the Earth's surface is crucial for understanding natural processes and
human impacts, necessitating precise and comprehensive interpretation methodologies …