The ParallelEye Dataset: Constructing Large-Scale Artificial Scenes for Traffic Vision Research. - Xuan Li 006; Kunfeng Wang; Yonglin Tian; Lan Yan; Fei-Yue Wang 001 (CoRR, 2017)

Training and testing object detectors with virtual images. - Yonglin Tian; Xuan Li 006; Kunfeng Wang; Fei-Yue Wang 001 (IEEE CAA J. Autom. Sinica, 2018)

MFR-CNN: Incorporating Multi-Scale Features and Global Information for Traffic Object Detection. - Hui Zhang 056; Kunfeng Wang; Yonglin Tian; Chao Gou; Fei-Yue Wang 001 (IEEE Trans. Veh. Technol., 2018)

Synthetic-to-Real Domain Adaptation for Object Instance Segmentation. - Hui Zhang 056; Yonglin Tian; Kunfeng Wang; Haibo He; Fei-Yue Wang 001 (IJCNN, 2019)

Pillar in Pillar: Multi-Scale and Dynamic Feature Extraction for 3D Object Detection in Point Clouds. - Yonglin Tian; Lichao Huang; Xuesong Li 004; Yuan Li; Zilei Wang; Fei-Yue Wang 001 (CoRR, 2019)

The ParallelEye Dataset: A Large Collection of Virtual Images for Traffic Vision Research. - Xuan Li 006; Kunfeng Wang; Yonglin Tian; Lan Yan; Fang Deng; Fei-Yue Wang 001 (IEEE Trans. Intell. Transp. Syst., 2019)

Adaptive and azimuth-aware fusion network of multimodal local features for 3D object detection. - Yonglin Tian; Kunfeng Wang; Yuang Wang; Yulin Tian; Zilei Wang; Fei-Yue Wang 001 (Neurocomputing, 2020)

Mask SSD: An Effective Single-Stage Approach to Object Instance Segmentation. - Hui Zhang 056; Yonglin Tian; Kunfeng Wang; Wensheng Zhang 002; Fei-Yue Wang 001 (IEEE Trans. Image Process., 2020)

Circuit design and waveform analysis of partial discharge ultrasonic sensor based on parallel systems. - Yuhang Liu; Yonglin Tian; Fei-Yue Wang 001 (DTPI, 2021)

Parallel Point Clouds: Hybrid Point Cloud Generation and 3D Model Enhancement via Virtual-Real Integration. - Yonglin Tian; Xiao Wang 002; Yu Shen; Zhongzheng Guo; Zilei Wang; Fei-Yue Wang 001 (Remote. Sens., 2021)

Federated Ecology: Steps Toward Confederated Intelligence. - Fei-Yue Wang 001; Rui Qin 002; Yizhu Chen; Yonglin Tian; Xiao Wang 002; Bin Hu 001 (IEEE Trans. Comput. Soc. Syst., 2021)

Federated Data: Toward New Generation of Credible and Trustable Artificial Intelligence. - Fei-Yue Wang 001; Weishan Zhang; Yonglin Tian; Rui Qin 002; Xiao Wang 002; Bin Hu 001 (IEEE Trans. Comput. Soc. Syst., 2021)

A Virtual-Real Interaction Approach to Object Instance Segmentation in Traffic Scenes. - Hui Zhang 056; Guiyang Luo; Yonglin Tian; Kunfeng Wang; Haibo He; Fei-Yue Wang 001 (IEEE Trans. Intell. Transp. Syst., 2021)

Semantic-enhanced Graph Voxelization for Pillar-based 3D Detection from Point Clouds. - Yonglin Tian; Xiao Wang 002; Yu Shen; Yuhang Liu; Zilei Wang; Fei-Yue Wang 001 (ITSC, 2022)

SST-GAN: Single Sample-based Realistic Traffic Image Generation for Parallel Vision. - Jiangong Wang; Yutong Wang 001; Yonglin Tian; Xiao Wang 002; Fei-Yue Wang 001 (ITSC, 2022)

SLMS-SSD: Improving the balance of semantic and spatial information in object detection. - Kunfeng Wang; Yadong Wang; Shuqin Zhang; Yonglin Tian; Dazi Li (Expert Syst. Appl., 2022)

MetaSensing in Metaverses: See There, Be There, and Know There. - Yuhang Liu; Yu Shen; Chao Guo 006; Yonglin Tian; Xiao Wang 002; Yin Zhu; Fei-Yue Wang 001 (IEEE Intell. Syst., 2022)

Foundation Models for Transportation Intelligence: ITS Convergence in TransVerse. - Chen Zhao; Xingyuan Dai; Yisheng Lv; Yonglin Tian; Yuhai Ren; Fei-Yue Wang 001 (IEEE Intell. Syst., 2022)

Exploring Image Generation for UAV Change Detection. - Xuan Li 006; Haibin Duan; Yonglin Tian; Fei-Yue Wang 001 (IEEE CAA J. Autom. Sinica, 2022)

Parallel Sensing in Metaverses: Virtual-Real Interactive Smart Systems for "6S" Sensing. - Yu Shen; Yuhang Liu; Yonglin Tian; Xiaoxiang Na (IEEE CAA J. Autom. Sinica, 2022)

Integrated Inspection of QoM, QoP, and QoS for AOI Industries in Metaverses. - Yutong Wang 001; Yonglin Tian; Jiangong Wang; Yansong Cao; Shixing Li; Bin Tian 003 (IEEE CAA J. Autom. Sinica, 2022)

SegDQ: Segmentation assisted multi-object tracking with dynamic query-based transformers. - Yating Liu; Tianxiang Bai; Yonglin Tian; Yutong Wang 001; Jiangong Wang; Xiao Wang 002; Fei-Yue Wang 001 (Neurocomputing, 2022)

DeCAST in TransVerse for Parallel Intelligent Transportation Systems and Smart Cities: Three Decades and Beyond. - Chen Zhao; Yisheng Lv; Junchen Jin; Yonglin Tian; Jiangong Wang; Fei-Yue Wang 001 (IEEE Intell. Transp. Syst. Mag., 2022)

Parallel Radars: From Digital Twins to Digital Intelligence for Smart Radar Systems. - Yuhang Liu; Yu Shen; Lili Fan; Yonglin Tian; Yunfeng Ai; Bin Tian 003; Zhongmin Liu; Fei-Yue Wang 001 (Sensors, 2022)

A New Parallel Intelligence Based Light Field Dataset for Depth Refinement and Scene Flow Estimation. - Yu Shen; Yuhang Liu; Yonglin Tian; Zhongmin Liu; Feiyue Wang 001 (Sensors, 2022)

A Multi-Stream Feature Fusion Approach for Traffic Prediction. - Zhishuai Li; Gang Xiong 001; Yonglin Tian; Yisheng Lv; Yuanyuan Chen; Pan Hui 001; Xiang Su (IEEE Trans. Intell. Transp. Syst., 2022)

Context-Aware Dynamic Feature Extraction for 3D Object Detection in Point Clouds. - Yonglin Tian; Lichao Huang; Hui Yu 001; Xiangbin Wu; Xuesong Li 004; Kunfeng Wang; Zilei Wang; Fei-Yue Wang 001 (IEEE Trans. Intell. Transp. Syst., 2022)

Federated Vehicular Transformers and Their Federations: Privacy-Preserving Computing and Cooperation for Autonomous Driving. - Yonglin Tian; Jiangong Wang; Yutong Wang 001; Chen Zhao; Fei Yao; Xiao Wang 002 (IEEE Trans. Intell. Veh., 2022)

Parallel Vision for Long-Tail Regularization: Initial Results From IVFC Autonomous Driving Testing. - Jiangong Wang; Xiao Wang 002; Tianyu Shen; Yutong Wang 001; Li Li 013; Yonglin Tian; Hui Yu 001; Long Chen 005; Jingmin Xin; Xiangbin Wu; Nanning Zheng 001; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2022)

A Parallel Teacher for Synthetic-to-Real Domain Adaptation of Traffic Object Detection. - Jiangong Wang; Tianyu Shen; Yonglin Tian; Yutong Wang 001; Chao Gou; Xiao Wang 002; Fei Yao; Changyin Sun 001 (IEEE Trans. Intell. Veh., 2022)

3D-aided image augmentation for occluded pedestrian detection based on parallel vision. - Songlin Bai; Quancheng Du; Yonglin Tian; Xiao Wang (DTPI, 2023)

Parallel Ships: An ACP-based Framework for Marine Equipment Testing and Training. - Jing Ma; Peng Liu; Hao Liu; Yonglin Tian; Fengyi Zhang; Yi Zhang 029; Zhaojie Wang (DTPI, 2023)

Parallel Intelligence in CPSSs: Being, Becoming, and Believing. - Jing Yang 044; Xiao Wang 002; Yonglin Tian; Xiao Wang 013; Fei-Yue Wang 001 (IEEE Intell. Syst., 2023)

Homophily Learning-Based Federated Intelligence: A Case Study on Industrial IoT Equipment Failure Prediction. - Xingjie Zeng; Zepei Yu; Weishan Zhang; Xiao Wang 002; Qinghua Lu 001; Tao Wang 172; Mu Gu; Yonglin Tian; Fei-Yue Wang 001 (IEEE Internet Things J., 2023)

IEEE ITSC 2022 [Conference Activities]. - Nan Zhang; Naiqi Wu; Lingxi Li 001; Yonglin Tian; Xiao Wang 002; Brendan Morris (IEEE Intell. Transp. Syst. Mag., 2023)

Parallel Training: An ACP-Based Training Framework for Iterative Learning in Uncertain Driving Spaces. - Jiangong Wang; Xiao Wang 002; Yonglin Tian; Yutong Wang 001; Jinglong Niu; Oliver Kwan (IEEE Trans. Intell. Veh., 2023)

A Novel Scenarios Engineering Methodology for Foundation Models in Metaverse. - Xuan Li 006; Yonglin Tian; Peijun Ye 001; Haibin Duan; Fei-Yue Wang 001 (IEEE Trans. Syst. Man Cybern. Syst., 2023)

RadarVerses in Metaverses: A CPSI-Based Architecture for 6S Radar Systems in CPSS. - Yuhang Liu; Yu Shen; Yonglin Tian; Yunfeng Ai; Bin Tian 003; Er Wu; Long Chen 005 (IEEE Trans. Syst. Man Cybern. Syst., 2023)

A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models. - Jiangong Wang; Yonglin Tian; Yutong Wang 001; Jing Yang 044; Xingxia Wang; Sanjin Wang; Oliver Kwan (IEEE Trans. Syst. Man Cybern. Syst., 2023)

R$^{2}$Fed: Resilient Reinforcement Federated Learning for Industrial Applications. - Weishan Zhang; Fa Yu; Xiao Wang 002; Xingjie Zeng; Hongwei Zhao; Yonglin Tian; Fei-Yue Wang 001; Longfei Li; Zengxiang Li (IEEE Trans. Ind. Informatics, 2023)

Software-Defined Active LiDARs for Autonomous Driving: A Parallel Intelligence-Based Adaptive Model. - Yuhang Liu; Boyi Sun; Yonglin Tian; Xingxia Wang; Yin Zhu; Rouxing Huai; Yu Shen (IEEE Trans. Intell. Veh., 2023)

Reconfigurable Holographic Surface Aided Collaborative Wireless SLAM Using Federated Learning for Autonomous Driving. - Haobo Zhang 001; Ziang Yang; Yonglin Tian; Hongliang Zhang 001; Boya Di; Lingyang Song (IEEE Trans. Intell. Veh., 2023)

VistaGPT: Generative Parallel Transformers for Vehicles With Intelligent Systems for Transport Automation. - Yonglin Tian; Xuan Li 006; Hui Zhang 091; Chen Zhao; Bai Li 002; Xiao Wang 013; Xiao Wang 002; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2023)

Can Digital Intelligence and Cyber-Physical-Social Systems Achieve Global Food Security and Sustainability? - Yanfen Wang; Mengzhen Kang; Yali Liu; Juanjuan Li; Kai Xue; Xiujuan Wang; Jianqing Du; Yonglin Tian; Qinghua Ni; Fei-Yue Wang 001 (IEEE CAA J. Autom. Sinica, 2023)

Social Vision for Intelligent Vehicles: From Computer Vision to Foundation Vision. - Hui Yu 001; Yutong Wang 001; Yonglin Tian; Hui Zhang 091; Wenbo Zheng; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2023)

Artificial Identification: A Novel Privacy Framework for Federated Learning Based on Blockchain. - Liwei Ouyang; Fei-Yue Wang 001; Yonglin Tian; Xiaofeng Jia; Hongwei Qi; Ge Wang (IEEE Trans. Comput. Soc. Syst., 2023)

Parallel Transportation in TransVerse: From Foundation Models to DeCAST. - Chen Zhao; Xiao Wang 002; Yisheng Lv; Yonglin Tian; Yilun Lin 002; Fei-Yue Wang 001 (IEEE Trans. Intell. Transp. Syst., 2023)

AGI in Metaverse for Smart Cities and Societies: A Cyber Physical Social Approach. - Xiao Wang 002; Jun Huang; Yong-Lin Tian; Fei-Yue Wang 001 (ANZCC, 2024)

AirVista: Empowering UAVs with 3D Spatial Reasoning Abilities Through a Multimodal Large Language Model Agent. - Fei Lin; Yonglin Tian; Yunzhe Wang; Tengchao Zhang; Xinyuan Zhang; Fei-Yue Wang 001 (ITSC, 2024)

Open-Set Entity Alignment using Large Language Models with Retrieval Augmentation. - Linyao Yang; Hongyang Chen; Xiao Wang 002; Yisheng Lv; Yonglin Tian; Xingyuan Dai; Fei-Yue Wang 001 (SMC, 2024)

LogisticsVISTA: 3D Terminal Delivery Services With UAVs, UGVs and USVs Based on Foundation Models and Scenarios Engineering. - Yonglin Tian; Fei Lin; Xinyuan Zhang; Jingwei Ge; Yutong Wang 001; Xingyuan Dai; Yisheng Lv; Fei-Yue Wang 001 (SOLI, 2024)

MambaOcc: Visual State Space Model for BEV-based Occupancy Prediction with Local Adaptive Reordering. - Yonglin Tian; Songlin Bai; Zhiyao Luo; Yutong Wang 001; Yisheng Lv; Fei-Yue Wang 001 (CoRR, 2024)

Integrating Large Language Models and Metaverse in Autonomous Racing: An Education-Oriented Perspective. - Bai Li 002; Tian'ao Xu; Xinyuan Li; Yaodong Cui; Xuepeng Bian; Siyu Teng; Siji Ma; Lili Fan; Yonglin Tian; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

Sora for Senarios Engineering of Intelligent Vehicles: V&V, C&C, and Beyonds. - Xuan Li 006; Qinghai Miao; Lingxi Li 001; Qinghua Ni; Lili Fan; Yutong Wang 001; Yonglin Tian; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

ACF-Net: Asymmetric Cascade Fusion for 3D Detection With LiDAR Point Clouds and Images. - Yonglin Tian; Xianjing Zhang; Xiao Wang 002; Jintao Xu 001; Jiangong Wang; Rui Ai 001; Weihao Gu; Weiping Ding 001 (IEEE Trans. Intell. Veh., 2024)

Sora-Based Parallel Vision for Smart Sensing of Intelligent Vehicles: From Foundation Models to Foundation Intelligence. - Hongkai Yu; Xinyu Liu 009; Yonglin Tian; Yutong Wang 001; Chao Gou; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

Dynamic Testing for Autonomous Vehicles Using Random Quasi Monte Carlo. - Jingwei Ge; Jiawei Zhang; Cheng Chang; Yi Zhang 029; Danya Yao; Yonglin Tian; Li Li 013 (IEEE Trans. Intell. Veh., 2024)

Towards the Next Level of Vehicle Automation Through Cooperative Driving: A Roadmap From Planning and Control Perspective. - Haoran Wang 002; Yongwei Feng; Yonglin Tian; Ziran Wang; Jia Hu 003; Masayoshi Tomizuka (IEEE Trans. Intell. Veh., 2024)

A Survey of Vehicle Dynamics Modeling Methods for Autonomous Racing: Theoretical Models, Physical/Virtual Platforms, and Perspectives. - Tantan Zhang; Yueshuo Sun; Yazhou Wang 004; Bai Li 002; Yonglin Tian; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

When Does Sora Show: The Beginning of TAO to Imaginative Intelligence and Scenarios Engineering. - Fei-Yue Wang 001; Qinghai Miao; Lingxi Li 001; Qinghua Ni; Xuan Li 006; Juanjuan Li; Lili Fan; Yonglin Tian; Qing-Long Han (IEEE CAA J. Autom. Sinica, 2024)

VistaRAG: Toward Safe and Trustworthy Autonomous Driving Through Retrieval-Augmented Generation. - Xingyuan Dai; Chao Guo 006; Yun Tang 003; Haichuan Li; Yutong Wang 001; Jun Huang; Yonglin Tian; Xin Xia 007; Yisheng Lv; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

Sora for Hierarchical Parallel Motion Planner: A Safe End-to-End Method Against OOD Events. - Siyu Teng; Ran Yan 002; Xiaotong Zhang 007; Yuchen Li 004; Xingxia Wang; Yutong Wang 001; Yonglin Tian; Hui Yu 001; Lingxi Li 001; Long Chen 005; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

Federated Intelligence for Intelligent Vehicles. - Weishan Zhang; Baoyu Zhang; Xiaofeng Jia; Hongwei Qi; Rui Qin 002; Juanjuan Li; Yonglin Tian; Xiaolong Liang; Fei-Yue Wang 001 (IEEE Trans. Intell. Veh., 2024)

Parameter Identification and Refinement for Parallel PCB Inspection in Cyber-Physical-Social Systems. - Yansong Cao; Yutong Wang 001; Jiangong Wang; Yonglin Tian; Xiao Wang 002; Fei-Yue Wang 001 (IEEE Trans. Comput. Soc. Syst., 2024)

Sora for foundation robots with parallel intelligence: three world models, three robotic systems. - Lili Fan; Chao Guo 006; Yonglin Tian; Hui Zhang; Jun Zhang 040; Fei-Yue Wang 001 (Frontiers Inf. Technol. Electron. Eng., 2024)

Learning Lightweight Dynamic Kernels With Attention Inside via Local-Global Context Fusion. - Yonglin Tian; Yu Shen; Xiao Wang 002; Jiangong Wang; Kunfeng Wang; Weiping Ding 001; Zilei Wang; Fei-Yue Wang 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Parallel intelligence in three decades: a historical review and future perspective on ACP and cyber-physical-social systems. - Xingxia Wang; Jing Yang 044; Yuhang Liu; Yutong Wang 001; Fei-Yue Wang 001; Mengzhen Kang; Yonglin Tian; Imre J. Rudas; Lingxi Li 001; Maria Pia Fanti; Bassam Alrifaee; Muhammet Deveci; et al. (Artif. Intell. Rev., 2024)

Guest Editorial Enabling Technologies and Systems for Industry 5.0: From Foundation Models to Foundation Intelligence. - Ying Tang 001; Yonglin Tian; Yilun Lin 002; Chen Lv; Maria Pia Fanti (IEEE Trans. Syst. Man Cybern. Syst., 2024)

ParaDC: Parallel-learning-based dynamometer cards augmentation with diffusion models in sucker rod pump systems. - Xingxia Wang; Yuhang Liu; Xiang Cheng 001; Yutong Wang 001; Yonglin Tian; Fei-Yue Wang 001 (Neurocomputing, 2025)

UAVs meet LLMs: Overviews and perspectives towards agentic low-altitude mobility. - Yonglin Tian; Fei Lin; Yiduo Li; Tengchao Zhang; Qiyao Zhang; Xuan Fu; Jun Huang; Xingyuan Dai; Yutong Wang 001; Chunwei Tian; Bai Li 002; Yisheng Lv; et al. (Inf. Fusion, 2025)

UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility. - Yonglin Tian; Fei Lin; Yiduo Li; Tengchao Zhang; Qiyao Zhang; Xuan Fu; Jun Huang; Xingyuan Dai; Yutong Wang 001; Chunwei Tian; Bai Li 002; Yisheng Lv; et al. (CoRR, 2025)

Offline Reinforcement Learning with Discrete Diffusion Skills. - Ruixi Qiao; Jie Cheng 009; Xingyuan Dai; Yonglin Tian; Yisheng Lv (CoRR, 2025)

The Road to Smart Mobility: Insights From IEEE TIV on the Evolution of Intelligent Vehicles. - Tiange Fu; Jun Yan; Shenyuan Ren; Hui Zhang 091; Yutong Wang 001; Yonglin Tian; Guiyang Luo (IEEE Trans. Intell. Veh., 2025)

AirVista-II: An Agentic System for Embodied UAVs Toward Dynamic Scene Semantic Understanding. - Fei Lin; Yonglin Tian; Tengchao Zhang; Jun Huang; Sangtian Guan; Fei-Yue Wang 001 (CoRR, 2025)

CoordField: Coordination Field for Agentic UAV Task Allocation In Low-altitude Urban Scenarios. - Tengchao Zhang; Yonglin Tian; Fei Lin; Jun Huang; Patrik P. Süli; Rui Qin 002; Fei-Yue Wang 001 (CoRR, 2025)

LogisticsVLN: Vision-Language Navigation For Low-Altitude Terminal Delivery Based on Agentic UAVs. - Xinyuan Zhang; Yonglin Tian; Fei Lin; Yue Liu; Jing Ma; Kornélia Sára Szatmáry; Fei-Yue Wang 001 (CoRR, 2025)

A Multi-Agent Reinforcement Learning Approach for Cooperative Air-Ground-Human Crowdsensing in Emergency Rescue. - Wenhao Lu; Zhengqiu Zhu; Yong Zhao; Yonglin Tian; Junjie Zeng; Jun Zhang 040; Zhong Liu 002; Fei-Yue Wang 001 (CoRR, 2025)

Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification? - Fei Lin; Ziyang Gong; Cong Wang; Yonglin Tian; Tengchao Zhang; Xue Yang; Gen Luo; Fei-Yue Wang 001 (CoRR, 2025)

Federated Experiments: Generative Causal Inference Powered by LLM-Based Agents Simulation and RAG-Based Domain Docking. - Deyu Zhou; Xiao Xue 001; Qun Ma; Chao Guo 006; Li-Zhen Cui; Yonglin Tian; Jing Yang 044; Fei-Yue Wang 001 (IEEE CAA J. Autom. Sinica, 2025)

AOI-OPEN: federated operation and control for DAO-based trustworthy and intelligent AOI ecology. - Yansong Cao; Yutong Wang 001; Jing Yang 044; Yonglin Tian; Jiangong Wang; Fei-Yue Wang 001 (Frontiers Inf. Technol. Electron. Eng., 2025)

Talk Less, Fly Lighter: Autonomous Semantic Compression for UAV Swarm Communication via LLMs. - Fei Lin; Tengchao Zhang; Qinghua Ni; Jun Huang; Siji Ma; Yonglin Tian; Yisheng Lv; Naiqi Wu (CoRR, 2025)