Xiao Xiang Zhu

1. A Survey of Uncertainty in Deep Neural Networks
   2021/07/07 by Jakob Gawlikowski, Gawlikowski, Jakob, Cedrique Rovile Njieutcheu Tassi +25 · 71 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation
   2024/03/22 by Zhitong Xiong, Xiong, Zhitong, Yi Wang +17 · 33 citations
   Computer Science · #Computational Physics and Python Applications #Neural Networks and Applications #Seismology and Earthquake Studies
3. Vision-Language Models in Remote Sensing: Current Progress and Future Trends
   2023/05/09 by Xiang Li, Congcong Wen, Li, Xiang +7 · 19 citations
   Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques
4. RRSIS: Referring Remote Sensing Image Segmentation
   2023/06/14 by Zhenghang Yuan, Lichao Mou, Yuan, Zhenghang +5 · 12 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
5. SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral\n Sentinel-1/2 Imagery for Deep Learning and Data Fusion
   2019/06/18 by Michael Schmitt, Lloyd Haydn Hughes, Schmitt, Michael +5 · 6 citations
   Engineering · #Remote-Sensing Image Classification #Advanced Image Fusion Techniques #Synthetic Aperture Radar (SAR) Applications and Techniques
6. DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation
   2022/03/23 by Aysim Toker, Toker, Aysim, Lukas Kondmann +23 · 8 citations
   Engineering · Environmental Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Land Use and Ecosystem Services #Remote-Sensing Image Classification #Species Distribution and Climate Change
7. The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery
   2022/09/06 by Omid Ghorbanzadeh, Ghorbanzadeh, Omid, Yonghao Xu +27 · 7 citations
   Computer Science · Environmental Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Flood Risk Assessment and Management #Landslides and related hazards
8. IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network
   2018/02/28 by Lichao Mou, Mou, Lichao, Xiao Xiang Zhu +1 · 4 citations
   Computer Science · Environmental Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote Sensing and LiDAR Applications #Video Surveillance and Tracking Methods
9. Towards a Unified Copernicus Foundation Model for Earth Vision
   2025/03/14 by Yi Wang, Wang, Yi, Zhitong Xiong +19 · 1 voice · 12 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
10. Self-supervised Vision Transformers for Joint SAR-optical Representation Learning
    2022/04/11 by Yi Wang, Wang, Yi, Conrad M Albrecht +3 · 4 citations
    Computer Science · Engineering · #Advanced SAR Imaging Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Remote-Sensing Image Classification
11. ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos
    2020/01/30 by Lichao Mou, Mou, Lichao, Yuansheng Hua +5 · 3 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Human Pose and Action Recognition #Multimodal Machine Learning Applications
12. On the Foundations of Earth and Climate Foundation Models
    2024/05/07 by Xiao Xiang Zhu, Zhu, Xiao Xiang, Zhitong Xiong +17 · 6 citations
    Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Geological Studies and Exploration #Signal Processing (eess.SP) #electronic engineering #information engineering
13. EarthNets: Empowering AI in Earth Observation
    2022/10/10 by Zhitong Xiong, Xiong, Zhitong, Fahong Zhang +7 · 3 citations
    Computer Science · Decision Sciences · Earth and Planetary Sciences · #Advanced Computational Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geological Modeling and Analysis #Scientific Computing and Data Management
14. One for All: Toward Unified Foundation Models for Earth Vision
    2024/01/15 by Zhitong Xiong, William Yi Wang, Xiong, Zhitong +5 · 4 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
15. Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution
    2020/07/10 by Jing Yao, Danfeng Hong, Yao, Jing +9 · 2 citations
    Engineering · #Advanced Image Fusion Techniques #Remote-Sensing Image Classification #Photoacoustic and Ultrasonic Imaging
16. Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining
    2024/05/30 by Yi Wang, Wang, Yi, Conrad M Albrecht +3 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Educational Technology and Assessment #FOS: Computer and information sciences
17. SpectralEarth: Training Hyperspectral Foundation Models at Scale
    2024/08/15 by Nassim Ait Ali Braham, Conrad M Albrecht, Braham, Nassim Ait Ali +9 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Applications #Seismology and Earthquake Studies
18. LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation
    2024/11/14 by Zhenshi Li, Li, Zhenshi, Dilxat Muhtar +11 · 5 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Text and Document Classification Technologies #Topic Modeling
19. ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models
    2024/02/17 by Zhenghang Yuan, Yuan, Zhenghang, Zhitong Xiong +5 · 3 citations
    Computer Science · Medicine · Social Sciences · #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
20. Causal Graph Neural Networks for Wildfire Danger Prediction
    2024/03/13 by Shan Zhao, Ioannis Prapas, Zhao, Shan +11 · 3 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Machine Learning (cs.LG)
21. Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology
    2023/10/08 by Qingsong Xu, Xu, Qingsong, Yilei Shi +9 · 2 citations
    Environmental Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Flood Risk Assessment and Management #Fluid Dynamics (physics.flu-dyn) #Hydrological Forecasting Using AI #Hydrology and Watershed Management Studies #Machine Learning (cs.LG)
22. So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification
    2019/12/19 by Xiao Xiang Zhu, Zhu, Xiao Xiang, Jingliang Hu +31 · 2 citations
    Environmental Science · Engineering · #Land Use and Ecosystem Services #Urban Heat Island Mitigation #Remote-Sensing Image Classification
23. Machine Learning for Methane Detection and Quantification from Space - A survey
    2024/08/27 by Enno Tiemann, Tiemann, Enno, Shanyu Zhou +9 · 2 citations
    Environmental Science · Chemistry · #Atmospheric and Environmental Gas Dynamics #Methane Hydrates and Related Phenomena #Spectroscopy and Laser Applications
24. Assessment of effective mitigation and prediction of the spread of SARS-CoV-2 in Germany using demographic information and spatial resolution
    2021/06/30 by Martin J. Kühn, Daniel Abele, Tanmay Mitra +19 · 1 citation
    Mathematics · Medicine · Environmental Science · #COVID-19 epidemiological studies #Data-Driven Disease Surveillance #COVID-19 impact on air quality
25. Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks
    2021/11/17 by Yao Sun, Sun, Yao, Lichao Mou +7 · 1 citation
    Engineering · Environmental Science · #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Flood Risk Assessment and Management #Image and Video Processing (eess.IV) #Synthetic Aperture Radar (SAR) Applications and Techniques #electronic engineering #information engineering
26. UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series
    2023/04/11 by Patrick Ebel, Vivien Sainte Fare Garnot, Ebel, Patrick +7 · 1 citation
    Engineering · Environmental Science · #Advanced Image Fusion Techniques #Atmospheric and Environmental Gas Dynamics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Remote Sensing in Agriculture #electronic engineering #information engineering
27. Towards Large-scale Building Attribute Mapping using Crowdsourced Images: Scene Text Recognition on Flickr and Problems to be Solved
    2023/09/14 by Yao Sun, Anna Kruspe, Sun, Yao +11 · 1 citation
    Computer Science · Engineering · Social Sciences · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies
28. GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis
    2025/02/13 by Angelos Zavras, Zavras, Angelos, Dimitrios Michail +7 · 2 citations
    Social Sciences · Biochemistry, Genetics and Molecular Biology · Engineering · #Geographic Information Systems Studies #Genomics and Phylogenetic Studies #Remote-Sensing Image Classification
29. MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery
    2024/07/04 by Weikang Yu, Yu, Weikang, Xiaokang Zhang +7 · 2 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geochemistry and Geologic Mapping #Mineral Processing and Grinding #Remote-Sensing Image Classification
30. UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping
    2024/06/06 by Jie Zhao, Zhao, Jie, Zhitong Xiong +3 · 1 citation
    Earth and Planetary Sciences · Environmental Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Flood Risk Assessment and Management #Image and Video Processing (eess.IV) #Tropical and Extratropical Cyclones Research #electronic engineering #information engineering
31. GlobalBuildingAtlas: An Open Global and Complete Dataset of Building Polygons, Heights and LoD1 3D Models
    2025/06/04 by Xiao Xiang Zhu, Sining Chen, Zhu, Xiao Xiang +7 · 3 citations
    Environmental Science · Engineering · Earth and Planetary Sciences · #Remote Sensing and LiDAR Applications #3D Modeling in Geospatial Applications #3D Surveying and Cultural Heritage
32. DOFA-CLIP: Multimodal Vision-Language Foundation Models for Earth Observation
    2025/03/08 by Zhitong Xiong, Yi Wang, Xiong, Zhitong +17 · 2 citations
    Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies
33. Calving front monitoring at a subseasonal resolution: a deep learning application for Greenland glaciers
    2024/07/24 by Erik Loebel, Mirko Scheinert, Martin Horwath +5 · 1 voice · 2 citations
    Earth and Planetary Sciences · Medicine · #Arctic and Antarctic ice dynamics #Cryospheric studies and observations #Winter Sports Injuries and Performance
34. REO-VLM: Transforming VLM to Meet Regression Challenges in Earth Observation
    2024/12/21 by Xizhe Xue, Guoting Wei, Xue, Xizhe +9 · 1 citation
    Earth and Planetary Sciences · #Geophysics and Gravity Measurements
35. Model Merging for Medical LVLMs: A Benchmark and a Winner-Take-All Approach
    2026/07/17 by Lichao Mou, Shilan Zhang, Chunlei Li +7
    #cs.CV