Sheng Yang 🥤
Sheng Yang

Director

About Me

I serve as a Director of the Perception Department at Cainiao Unmanned Vehicle, where I led an effort on autonomous driving architecture, data efficiency techniques, and frontier algorithms. I received my Ph.D. from Tsinghua University in 2019, supervised by Prof. Shi-Min Hu.

🍀 We are continually seeking experienced colleagues and passionate research interns to collaborate with. Feel free to contact me.

Interests
  • Autonomous Things
  • Perception and SLAM
  • World Model with 3DGS
Education
  • PhD in Computer Science

    Tsinghua University

  • BEng in Computer Science

    Wuhan University

Publications
RTMap: Real-Time Recursive Mapping with Change Detection and Localization
2025. ICCV.
RGE-GS: Reward-Guided Expansive Driving Scene Reconstruction via Diffusion Priors
2025. ICCV.
SAM4D: Segment Anything in Camera and LiDAR Streams
2025. ICCV.
Language Driven Occupancy Prediction
2025. ICCV.
Industrial-Grade Sensor Simulation via Gaussian Splatting: A Modular Framework for Scalable Editing and Full-Stack Validation
2025. IROS.
Para-Lane: Multi-Lane Dataset Registering Parallel Scans for Benchmarking Novel View Synthesis
2025. International Conference on 3D Vision.
LiDAR-GS: Real-time LiDAR Re-Simulation using Gaussian Splatting
2024. ArXiv Preprint.
WING: Wheel-Inertial Neural Odometry with Ground Manifold Constraints
2024. IEEE Transactions on Intelligent Vehicles.
360-VIO: A Robust Visual–Inertial Odometry Using a 360° Camera
2023. IEEE Transactions on Industrial Electronics.
SuperLine3D: Self-supervised Line Segmentation and Description for LiDAR Point Cloud
2022. ECCV.
DIDO: Deep Inertial Quadrotor Dynamical Odometry
2022. IROS (with RAL).
The Visual-Inertial-Dynamical Multirotor Dataset
2022. ICRA.
Road Mapping and Localization Using Sparse Semantic Visual Features
2021. ICRA (with RAL).
Noise-Resilient Reconstruction of Panoramas and 3D Scenes Using Robot-Mounted Unsynchronized Commodity RGB-D Cameras
2020. ACM Transactions on Graphics.
Morphing and Sampling Network for Dense Point Cloud Completion
2020. AAAI.
HeteroFusion: Dense Scene Reconstruction Integrating Multi-Sensors
2019. IEEE Transactions on Visualization and Computer Graphics.
Probabilistic Projective Association and Semantic Guided Relocalization for Dense Reconstruction
2019. ICRA.
A Robust Pose Graph Approach for City Scale LiDAR Mapping
2018. IROS.
Saliency-aware Real-time Volumetric Fusion for Object Reconstruction
2017. Computer Graphics Forum.
View Suggestion for Interactive Segmentation of Indoor Scenes
2017. Computational Visual Media.