📝 Publications

My full paper list can be found at . Some selected papers:

RS_STVLM

Remote Sensing Spatio-Temporal Vision-Language Models: A Comprehensive Survey
IEEE Geoscience and Remote Sensing Magazine (GRSM), IF=16.4, 2025
🏆️ESI Highly Cited Paper
Chenyang Liu, Jiafan Zhang, Keyan Chen, Man Wang, Zhengxia Zou, and Zhenwei Shi
[PDF] [Project] Media report: [最新综述 | 北航新作: 首篇遥感时空视觉语言模型综述, 附Github资源合集]

Text2Earth

Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model
IEEE Geoscience and Remote Sensing Magazine (GRSM), IF=16.4, 2025
🏆️ESI Highly Cited Paper, Popular Article (Top 10)
Chenyang Liu, Keyan Chen, Rui Zhao, Zhengxia Zou, and Zhenwei Shi
[Project Page] [Code] [PDF] [Video]
Media report: [文绘千里江山!1000万图文数据集Git-10M和生成式基础模型Text2Earth]

MetaEarth

MetaEarth: A Generative Foundation Model for Global-Scale Remote Sensing Image Generation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IF=18.6, 2025
🏆️ESI Highly Cited Paper
Zhiping Yu, Chenyang Liu, Liqin Liu, Zhenwei Shi, and Zhengxia Zou
[PDF] [Project]
Media report: [把整个地球装进神经网络,北航团队推出全球遥感图像生成模型] – 国家自然科学基金委 | 量子位 | 中国图象图形学学会CSIG | CVer | 惠天地 | 深圳市人工智能产业协会

Change_Agent

Change-Agent: Toward Interactive Comprehensive Remote Sensing Change Interpretation and Analysis
IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=8.6, 2024
Chenyang Liu, Keyan Chen, Haotian Zhang, Zipeng Qi, Zhengxia Zou, Zhenwei Shi
[PDF] [Code]
Media report: [Change-Agent:可交互的遥感变化解译智能体] – 遥感与深度学习 | 我爱计算机视觉 | AIWalker | 抖音

RSCaMa

RSCaMa: Remote Sensing Image Change Captioning with State Space Model
IEEE Geoscience and Remote Sensing Letters (GRSL), IF=4.4, 2024
🏆️ESI Highly Cited Paper, Popular Article (Top 10)
Chenyang Liu, Keyan Chen, Bowen Chen, Haotian Zhang, Zhengxia Zou, Zhenwei Shi
[PDF] [Code]
Media report: [RSCaMa:将Mamba用于遥感变化描述任务中,充分利用状态空间模型的特征选择性建模能力!] – GISer阿兴 | CV看交通

Attack

Digital-to-Physical Visual Consistency Optimization for Adversarial Patch Generation in Remote Sensing Scenes
IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=8.6, 2024
Jianqi Chen, Yilan Zhang, Chenyang Liu, Keyan Chen, Zhengxia Zou, Zhenwei Shi
[PDF] [Code]

RSPrompter

RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model
IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=8.6, 2024
🏆️ESI Highly Cited Paper, Popular Article (Top 10)
Keyan Chen, Chenyang Liu, Hao Chen, Haotian Zhang, Wenyuan Li, Zhengxia Zou, and Zhenwei Shi
[PDF] [Page] [Code] [Demo]

Prompt_CC

A Decoupling Paradigm with Prompt Learning for Remote Sensing Image Change Captioning
IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=8.6, 2023
Chenyang Liu, Rui Zhao, Jianqi Chen, Zipeng Qi, Zhengxia Zou, and Zhenwei Shi
[PDF] [Page]

Remote Sensing Image Change Captioning With Dual-Branch Transformers: A New Method and a Large Scale Dataset
IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=8.6, 2022
🏆️ESI Highly Cited Paper
Chenyang Liu, Rui Zhao, Hao Chen, Zhengxia Zou, and Zhenwei Shi
[PDF] [Dataset] [Code]

MLAT

Remote Sensing Image Captioning Based on Multi-Layer Aggregated Transformer
IEEE Geoscience and Remote Sensing Letters (GRSL), IF=8.4, 2022
Chenyang Liu, Rui Zhao, and Zhenwei Shi
[PDF] [Code]