PhD Students
Point cloud segmentation and 3D change detection
3D reconstruction, understanding, and interaction
3D urban morphology, encompassing understanding, reconstruction, utilization of urban elements through multi-source remote sensing data
Robot mapping and positioning, such as Collaborative SLAM, optimization and planning
3D Computer Vision, particularly including point cloud enhancement (upsampling, denoising, completion , etc), 3D shape restoration
Multimodal Data-Driven 3D Reconstruction and Understanding of Road Scenes
Traffic scene understanding, including semantic instance segmentation, scene graph generation, large language models
Urban vegetation carbon sink
Point cloud registration and multi-source data fusion
Scene Understanding and Intelligent Transportation
3D Reconstruction, Multimodal Data Fusion
Point Cloud Completion
Automated urban tree inventory by fusing multi-source data to enable scalable and intelligent urban forestry management.
Master's Students
Tree species mapping in large scale
3D scene understanding, point cloud processing, and their applications in digital twin cities and intelligent transportation systems
Robotics learning, deep visual odometry, place recognition and visual localization
Real time rendering of large scenes
3D City Models, Urban Morphology, Urban Microclimate
Photovoltaic spatial distribution analysis based on remote sensing, and site selection modeling using multi-source data
3D Computer Vision, particularly including point cloud interactive segmentation and scene understanding
Line segments detection and reconstruction
LiDAR SLAM, 3D Reconstruction, Reinforcement Learning
Street view facade parsing, 2D semantic segmentation, and generative models for urban environment analysis
Domain adaptation for omnidirectional images
3D Reconstruction / Scene Understanding / LLM
Reconstruction of High-Definition Map Elements
3D Large Language Model
3D Large Language Model
4D generation, point cloud quality enhancement
Vision-Language Models, Open Vocabulary Detection
3D Reconstruction
Point Cloud representation, 3D understanding
Research on tree species classification method based on whole plant images
3D Reconstruction, Image-to-Point Cloud Registration
Building energy consumption prediction and optimization
Impulsive Control Theory and Applications
Computer Vision, Artificial Intelligence, Large Language Model