Embodied Spatial Intelligence
Spatial understanding, scene imagination, and decision making for unmanned systems.
I am an Associate Professor and Ph.D. supervisor at the School of Automation, Southeast University. I currently lead the Geospatial Embodied Intelligence Lab (GeoEMI Lab). Before joining Southeast University in 2017, I received my Ph.D. in Computer Engineering from Iowa State University in 2016, M.S. degree from the University of Science and Technology of China in 2012, and B.S. degree from Shandong University in 2009.
My research focuses on embodied spatial intelligence for unmanned systems, visual navigation, robot learning, autonomous localization, and multimodal environmental perception and reasoning. As first or corresponding author, I have published papers in venues including IEEE TPAMI, IEEE TMM, IEEE TNNLS, IEEE RA-L, ICLR, CVPR, ECCV, and AAAI.
Spatial understanding, scene imagination, and decision making for unmanned systems.
Navigation policies, trajectory forecasting, and language-guided robot learning.
Cross-view & cross-modal representation learning.
Event-stream 3D spatial understanding.
# equal contribution, * corresponding author.
ACM MM'26
Understanding Backdoor Attacks in Scene Graph Generation via Global Context Pathway.
Xiaoguang Chang, Tuo Chen, Chengze Jiang, Teng Wang*, Changyin Sun.
ACM International Conference on Multimedia (ACM MM), 2026.
ECCV'26
UniDynamics: Event-RGB Fusion for Unified Future 4D Dynamic Scene Generation.
Daikun Liu#, Xin Zhan#, Teng Wang*, Xiaoping Wang*, Changyin Sun.
European Conference on Computer Vision (ECCV), 2026.
NN'26
TPAMI'26
CVPR'26
AutoTraces: Autoregressive Trajectory Forecasting via Multimodal Large Language Models.
Teng Wang*, Yanting Lu, Ruize Wang.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026. arXiv
CVPR'26
Depth Hypothesis Guided Iterative Refinement for Event-Image Monocular Depth Estimation.
Daikun Liu, Teng Wang*, Changyin Sun.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026. Highlight PDF
TMM'26
Multimodal Large Language Models Assisted Hierarchical Image-Caption Fusion for Remote Sensing Image-Text Retrieval.
Teng Wang*, Ruize Wang, Lingquan Meng, Changyin Sun.
IEEE Transactions on Multimedia (TMM), 2026. DOI
AAAI'26
RA-L'25
Seeing Beyond Local Events: Recurrent Optical Flow Estimation with Hierarchical Motion Aggregation.
Daikun Liu, Teng Wang*, Changyin Sun.
IEEE Robotics and Automation Letters, 10(11): 11721-11728, 2025.
CVPR'25
EDCFlow: Exploring Temporally Dense Difference Maps for Event-based Optical Flow Estimation.
Daikun Liu, Lei Cheng, Teng Wang*, Changyin Sun.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025. arXiv
ICLR'25
ImagineNav: Prompting Vision-Language Models as Embodied Navigator through Scene Imagination.
Xinxin Zhao#, Wenzhe Cai#, Likun Tang, Teng Wang*.
International Conference on Learning Representations (ICLR), 2025. arXiv
RA-L'25
Boosting Efficient Reinforcement Learning for Vision-and-Language Navigation with Open-Sourced LLM.
Jiawei Wang, Teng Wang*, Wenzhe Cai, Lele Xu, Changyin Sun.
IEEE Robotics and Automation Letters, 10(1): 612-619, 2025.
TCSVT'24
Voxel-based Multi-scale Transformer Network for Event Stream Processing.
Daikun Liu, Teng Wang*, Changyin Sun.
IEEE Transactions on Circuits and Systems for Video Technology, 34(4): 2112-2124, 2024.
TCSVT'24
DeHi: A Decoupled Hierarchical Architecture for Unaligned Ground-to-Aerial Geo-localization.
Teng Wang, Jiawen Li, Changyin Sun*.
IEEE Transactions on Circuits and Systems for Video Technology, 34(3): 1927-1940, 2024.
PR'22
A Coarse-to-Fine Approach for Dynamic-to-Static Image Translation.
Teng Wang*, Lin Wu, Changyin Sun.
Pattern Recognition, 123: 1-14, 2022.
TNNLS'21
Attention-based Road Registration for GPS-denied UAS Navigation.
Teng Wang, Ye Zhao, Jiawei Wang, Arun K. Somani, Changyin Sun*.
IEEE Transactions on Neural Networks and Learning Systems, 32(4): 1788-1800, 2021.