学术论文

代表论文列表

2026

Y. Liu, et al. Spatial-Temporal Decoupled Invertible Neural Networks for Skeleton-Based Video Anomaly Detection[J]. IEEE Transactions on Information Forensics and Security, 2026.
中科院一区TOP CCF A 第一作者
L. Qian, et al., Y. Liu*, et al. EFE-TSC: Efficient Fuel-Economic Traffic Signal Control via Hotspot-Aware Multi-Objective Learning, 2026.
中科院一区TOP 通讯作者
Z. Qian, et al., Y. Liu*, et al. A Survey of Human Motion Style Based on Physical Perception: Definitions, Causal Taxonomy, and Generative Paradigms, 2026.
中科院一区TOP 通讯作者
J. Liu, et al., Y. Liu*, et al. Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey[J]. IEEE Communications Surveys & Tutorials, 2026.
中科院一区TOP IF=46.7 通讯作者
B. Chen, L. Cao, W. Liu, J. Liu, B. Zhao, Y. Liu*. Cross-Modal Attention Fusion of RGB and Skeleton for Multimodal-Driven Video Anomaly Detection[J]. Pattern Recognition, 2026.
中科院一区TOP IF=7.6 通讯作者
Y. Liu, S. Liu, X. Zhu, et al. Privacy-Preserving Video Anomaly Detection: A Survey[J]. IEEE Transactions on Neural Networks and Learning Systems, 2026, 37(1): 2-21.
中科院一区TOP IF=8.9
Z. Wang*, Y. Nie, Y. Liu*, J. M. Mulvey, H. V. Poor, A. Boukerche, N. H. Nguyen, P. Sun*. Channel-Independence for Traffic Forecasting: A Cascaded Spatio-Temporal MLP Framework[J]. IEEE Transactions on Intelligent Transportation Systems, 2026: 1-13.
中科院一区TOP IF=8.4 通讯作者
J. Xue, Q. Deng, X. Wu, K. Yao, X. Yin, F. Yu, W. Zhou, Y. Zhong, Y. Liu*, D. Yang. Toward Comprehensive Interactive Change Understanding in Remote Sensing: A Large-Scale Dataset and Dual-Granularity Enhanced VLM[J]. IEEE Transactions on Geoscience and Remote Sensing, 2026, 64: 1-16.
中科院一区TOP IF=8.6 通讯作者
D. Yang, et al., Y. Liu*, et al. MedAide: Information Fusion and Anatomy of Medical Intents via LLM-Based Agent Collaboration[J]. Information Fusion, 2026, 127: 103743.
中科院一区TOP IF=15.5 通讯作者
Z. Li, et al., Y. Liu*, et al. STNMamba: Mamba-Based Spatial-Temporal Normality Learning for Video Anomaly Detection[J]. IEEE Transactions on Multimedia, 2026: 1-12.
中科院一区TOP CCF A IF=9.7 通讯作者

2025

Y. Liu, H. Wang, Z. Wang, et al. CRCL: Causal Representation Consistency Learning for Anomaly Detection in Surveillance Videos[J]. IEEE Transactions on Image Processing, 2025, 34: 2351-2366.
中科院一区TOP CCF A IF=13.7
J. Liu, Y. Liu*, J. Lin, J. Li, et al. Networking Systems for Video Anomaly Detection: A Tutorial and Survey[J]. ACM Computing Surveys, 2025.
中科院一区TOP IF=28 通讯作者
S. Liu*, Y. Liu*, Z. Chen, Z. Zhou, Z. Zhao, Y. Xie, W. Li, Z. Gan. Improving Robotic Grasp Detection Under Sparse Annotations via Grasp Transformer with Pixel-Wise Contrastive Learning[J]. IEEE Transactions on Industrial Electronics, 2025.
中科院一区TOP IF=7.2 共一作者

2024

Y. Liu, et al. Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models[J]. ACM Computing Surveys, 2024.
中科院一区TOP ESI高被引 IF=28
Y. Liu, et al. AMP-Net: Appearance-Motion Prototype Network Assisted Automatic Video Anomaly Detection System[J]. IEEE Transactions on Industrial Informatics, 2024, 20(2): 2843-2855.
中科院一区TOP IF=9.9
Y. Liu, et al. Memory-Enhanced Spatial-Temporal Encoding Framework for Industrial Anomaly Detection System[J]. Expert Systems with Applications, 2024.
中科院一区TOP IF=7.5

2023

J. Liu, Y. Liu, W. Zhu, X. Zhu, L. Song. Distributional and Spatial-Temporal Robust Representation Learning for Transportation Activity Recognition[J]. Pattern Recognition, 2023, 140: 109568.
中科院一区TOP IF=7.6
Y. Liu, et al. Stochastic Video Normality Network for Abnormal Event Detection in Surveillance Videos[J]. Knowledge-Based Systems, 2023.
中科院一区TOP IF=7.6
Y. Liu, et al. Learning Causality-Inspired Representation Consistency for Video Anomaly Detection[C]. ACM Multimedia, 2023.
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