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Ph.D candidate, |
Currently I am just Graduated as a M.Sc. student from the School of Automation Science and Electrical Engineering, Beihang University, where I receviced my B.S. degree in Automation. I'm pursuing my Ph.D degree with Tsinghua University.
Research Interests: Visual perception, localization, and mapping for autonomous driving.
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M. Sc., Beihang University (BUAA), Beijing [2019.9 ~ 2022.6]
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B. Sc, Beihang University (BUAA), Beijing [2015.9 ~ 2019.7]
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Efficient End-to-end Visual Localization for Autonomous Driving with Decoupled BEV Neural Matching
Jinyu Miao1, Tuopu Wen1, Ziang Luo, et al.
Theme: Visual localization, end-to-end, neural matching
arxiv, 2025
Residual Learning towards High-fidelity Vehicle Dynamics Modeling with Transformer
Jinyu Miao, Rujun Yan, Bowei Zhang, et al.
Theme: Vehicle dynamics, neural network + rule-based model
arxiv, 2025
PriorMotion: Generative Class-Agnostic Motion Prediction with Raster-Vector Motion Field Priors
Kangan Qian, Jinyu Miao, Xinyu Jiao, et al.
Theme: BEV perception, generative model, motion prediction
arxiv, 2025
LEGO-Motion: Learning-Enhanced Grids with Occupancy Instance Modeling for Class-Agnostic Motion Prediction
Kangan Qian, Jinyu Miao, Ziang Luo, et al.
Theme: BEV perception, motion prediction
arxiv, 2025
Autonomous Driving in Unstructured Environments: How Far Have We Come?
Theme: Survey, unstructured environments,autonomous driving
arxiv, 2024
A Data-Driven Framework for Tire Force Estimation of Distributed Electric-Drive Vehicles
Theme: Vehicle dynamics, neural network + rule-based model
Advanced Vehicle Control Symposium (AVEC), 2024 [EI index]
Review and challenge: High definition map technology for intelligent connected vehicle
Mengmeng Yang, Kun Jiang, Benny Wijaya, et al.
Theme: Survey, high-definition map
Fundamental Research, 2024 [IF=5.7]
VC-Gaussian: Vision-Centric Gaussian Splatting for Dynamic Autonomous Driving Scenes
Jiusi Li, Tuopu Wen, Kun Jiang, et al.
Theme: 3D Gaussian Splatting, vision-only solution
IEEE International Conference on Intelligent Transportation Systems (ITSC), 2024 [EI index]
Scale Drift-free Visual-inertial Odometry for Ground Vehicles in Highway Scenarios
Tuopu Wen, Kun Jiang, Jinyu Miao, et al.
Theme: visual-inertial odometry, ground vehicles
IEEE International Conference on Intelligent Transportation Systems (ITSC), 2023 [EI index]
Multi-Session High-Definition Map-Monitoring System for Map Update
Wijaya, Benny, Mengmeng Yang, Tuopu Wen, et al.
Theme: Crowd-sourced data fusion, HD map update
ISPRS International Journal of Geo-Information, 2024 [IF=3.4]
A Survey on Monocular Re-Localization: From the Perspective of Scene Map Representation
Jinyu Miao, Kun Jiang*, Tuopu Wen*, et al.
Theme: Survey, Monocular relocalization, Map representation
IEEE Transactions on Intelligent Vehicles, 2024 [IF=8.2]
Poses as Queries: Image-to-LiDAR Map Localization with Transformers
Jinyu Miao, Kun Jiang*, Yunlong Wang, et al.
Theme: Cross-modal localization, End-to-end localization, Transformer
IEEE Robotics and Automation Letters, 2023. [IF=5.2]
SGFNet: Segmentation Guided Fusion Network for 3D Object Detection
Yunlong Wang, Kun Jiang*, Tuopu Wen, et al.
Theme: Multi-sensor fusion, 3D object detection
IEEE Robotics and Automation Letters, 2023. [IF=5.2]
Real-time Local Feature with Global Visual Information Enhancement
Jinyu Miao, Haosong Yue*, Zhong Liu, et al.
Theme: Local feature extraction, real-time algorithm, global attention
IEEE Conference on Industrial Electronics and Applications (ICIEA), 2022. [EI index, Best Paper Finalist]
Roadside HD Map Object Reconstruction Using Monocular Camera
Tuopu Wen, Kun Jiang, Jinyu Miao, et al.
Theme: HDMap generation, object 3D reconstruction
IEEE Robotics and Automation Letters, 2022. [IF=5.2]
Automatic Vocabulary and Graph Verification for Accurate Loop Closure Detection
Haosong Yue, Jinyu Miao*, Weihai Chen, et al.
Theme: Loop closure detection, bag-of-words model, topological graph model
Journal of Field Robotics, 2022. [IF=8.3]
Robust loop closure detection algorithm based on semantic position verification
Yifu Zhao, Jinyu Miao, Fanghong Guo*, et al.
Theme: Loop closure detection, semantic, post-verification
Control and Decision, 2022. [EI index]
ALIKE: Accurate and Lightweight Keypoint Detection and Descriptor Extraction
Xiaoming Zhao, Xingming Wu, Jinyu Miao, et al.
Theme: Local features extraction, deep learning
IEEE Transactions on Multimedia, 2022. [IF=7.3]
Discriminative and Semantic Feature Selection for Place Recognition towards Dynamic Environments
Yuxin Tian1, Jinyu Miao1, Xingming Wu*, et al.
Theme: Local feature selection, attention, semantic, deep learning
Pattern Recognition Letters, 2022. [IF=5.1]
RaP-Net: A Region-wise and Point-wise Weighting Network to Extract Robust Features for Indoor Localization
Dongjiang Li1, Jinyu Miao1, Xuesong Shi*, et al.
Theme: Local feature extraction, attention, deep learning
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021. [Top-2 Conferences in Robotics]
Simulation for Senior Undergraduate Education of Robot Engineering based on Webots
Haosong Yue, Jinyu Miao, Jinqing Zhang, et al.
Computer Applications in Engineering Education, 2020. [IF=2.9]
Bone Age Assessment based on SuperPoint Features
Jinyu Miao, Haosong Yue*, Xingming Wu, et al.
Theme: Bone age assessment, deep learning
Chinese Automation Congress (CAC), 2020.
Robust Loop Closure Detection based on Bag of SuperPoints and Graph Verification
Haosong Yue, Jinyu Miao, Yue Yu*, et al.
Theme: Loop closure detection, deep learning-based local features, post-verification
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019. [Top-2 Conferences in Robotics]
Conference Reviewer: IROS, ICRA, ITSC, CCDC, ICIEA
Journal Reviewer: T-ITS, SP-L, RA-M, T-IV, DETEC, RA-L, T-CSVT