Stack Multiple Shallow Autoencoders into a Strong One: A New Reconstruction-Based Method to Detect Anomaly. - Hanqi Wang; Xing Hu 006; Liang Song; Guanhua Zhang; Yang Liu 246; Jing Liu 050; Linhua Jiang (ICONIP (1), 2021)

Local filter-based sequential and distributed fusion state estimation for nonlinear multi-sensor systems with asynchronously correlated noises. - Kun Yang 010; Yao Zhang; Yang Liu 246; Jun-Tao Liu; Kai Zhao (QRS Companion, 2021)

Emotion Recognition for Multiple Context Awareness. - Dingkang Yang; Shuai Huang; Shunli Wang 001; Yang Liu 246; Peng Zhai; Liuzhen Su; Mingcheng Li; Lihua Zhang (ECCV (37), 2022)

Learning Task-Specific Representation for Video Anomaly Detection with Spatial-Temporal Attention. - Yang Liu 246; Jing Liu 050; Xiaoguang Zhu; Donglai Wei 002; Xiaohong Huang; Liang Song (ICASSP, 2022)

Look, Listen and Pay More Attention: Fusing Multi-Modal Information for Video Violence Detection. - Donglai Wei 002; Chen-Geng Liu; Yang Liu 246; Jing Liu 050; Xiao-Guang Zhu; Xinhua Zeng (ICASSP, 2022)

Re-synthesis Anomaly Detection Framework for Driving Scenes Guided by Uncertain Metrics. - Shichao Yan; Lubin Chen; Chunyu Wang; Yang Liu 246; Peng Zhai; Lihua Zhang (ICCAI, 2022)

SU-UNet: A Novel Self-Updating Network for Hepatic Vessel Segmentation in CT Images. - Yang Liu 246; Xukun Zhang; Haopeng Kuang; Zhongwei Yang; Shichao Yan; Peng Zhai; Lihua Zhang (ICIGP, 2022)

Anatomy-guided Multi-View Fusion Framework for Abdominal CT Multi-Organ Segmentation. - Zhongwei Yang; Haopeng Kuang; Xukun Zhang; Yang Liu 246; Peng Zhai; Lubin Chen; Lihua Zhang (ICIGP, 2022)

Learning Appearance-Motion Normality for Video Anomaly Detection. - Yang Liu 246; Jing Liu 050; Mengyang Zhao; Dingkang Yang; Xiaoguang Zhu; Liang Song (ICME, 2022)

MAR2MIX: A Novel Model for Dynamic Problem in Multi-agent Reinforcement Learning. - Gaoyun Fang; Yang Liu 246; Jing Liu 050; Liang Song (ICONIP (4), 2022)

Exploiting Spatial-temporal Correlations for Video Anomaly Detection. - Mengyang Zhao; Yang Liu 246; Jing Liu 050; Xinhua Zeng (ICPR, 2022)

Abnormal Event Detection with Self-guiding Multi-instance Ranking Framework. - Yang Liu 246; Jing Liu 050; Wei Ni; Liang Song (IJCNN, 2022)

Attention-Based Auto-Encoder Framework for Abnormal Driving Detection. - Jing Liu 050; Yang Liu 246; Donglai Wei 002; Wei Ni; Xinhua Zeng; Liang Song (ISCAS, 2022)

Multi-level Attention Fusion for Multimodal Driving Maneuver Recognition. - Jing Liu 050; Yang Liu 246; Chengwen Tian; Mengyang Zhao; Xinhua Zeng; Liang Song (ISCAS, 2022)

Exploiting Spatial-temporal Correlations for Video Anomaly Detection. - Mengyang Zhao; Yang Liu 246; Jing Li 050; Xinhua Zeng (CoRR, 2022)

LGN-Net: Local-Global Normality Network for Video Anomaly Detection. - Mengyang Zhao; Xinhua Zeng; Jing Liu 050; Di Li; Chengxin Pang; Yang Liu 246 (CoRR, 2022)

MSAF: Multimodal Supervise-Attention Enhanced Fusion for Video Anomaly Detection. - Donglai Wei 002; Yang Liu 246; Xiaoguang Zhu; Jing Liu 050; Xinhua Zeng (IEEE Signal Process. Lett., 2022)

Contextual and Cross-Modal Interaction for Multi-Modal Speech Emotion Recognition. - Dingkang Yang; Shuai Huang; Yang Liu 246; Lihua Zhang (IEEE Signal Process. Lett., 2022)

Appearance-Motion United Auto-Encoder Framework for Video Anomaly Detection. - Yang Liu 246; Jing Liu 050; Jieyu Lin; Mengyang Zhao; Liang Song (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Collaborative Normality Learning Framework for Weakly Supervised Video Anomaly Detection. - Yang Liu 246; Jing Liu 050; Mengyang Zhao; Shuang Li; Liang Song (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Adaptive Weighted Losses With Distribution Approximation for Efficient Consistency-Based Semi-Supervised Learning. - Di Li; Yang Liu 246; Liang Song (IEEE Trans. Circuits Syst. Video Technol., 2022)

Surrogate-Assisted Evolution of Convolutional Neural Networks by Collaboratively Optimizing the Basic Blocks and Topologies. - Yifan Li; Jing Liu 050; Yang Liu 246 (CEC, 2023)

Spatial-Temporal Graph Convolutional Network Boosted Flow-Frame Prediction For Video Anomaly Detection. - Kai Cheng; Xinhua Zeng; Yang Liu 246; Mengyang Zhao; Chengxin Pang; Xing Hu 006 (ICASSP, 2023)

MSN-net: Multi-Scale Normality Network for Video Anomaly Detection. - Yang Liu 246; Di Li; Wei Zhu; Dingkang Yang; Jing Liu 050; Liang Song (ICASSP, 2023)

Adversarial Contrastive Distillation with Adaptive Denoising. - Yuzheng Wang; Zhaoyu Chen 001; Dingkang Yang; Yang Liu 246; Siao Liu; Wenqiang Zhang; Lizhe Qi (ICASSP, 2023)

Improving Generalization in Visual Reinforcement Learning via Conflict-aware Gradient Agreement Augmentation. - Siao Liu; Zhaoyu Chen 001; Yang Liu 246; Yuzheng Wang; Dingkang Yang; Zhile Zhao; Ziqing Zhou; Xie Yi; Wei Li 055; Wenqiang Zhang; Zhongxue Gan (ICCV, 2023)

AIDE: A Vision-Driven Multi-View, Multi-Modal, Multi-Tasking Dataset for Assistive Driving Perception. - Dingkang Yang; Shuai Huang; Zhi Xu; Zhenpeng Li; Shunli Wang 001; Mingcheng Li; Yuzheng Wang; Yang Liu 246; Kun Yang 010; Zhaoyu Chen 001; Yan Wang 068; Jing Liu 050; et al. (ICCV, 2023)

Spatio-Temporal Domain Awareness for Multi-Agent Collaborative Perception. - Kun Yang 010; Dingkang Yang; Jingyu Zhang; Mingcheng Li; Yang Liu 246; Jing Liu 050; Hanqi Wang; Peng Sun 007; Liang Song (ICCV, 2023)

Learning Causality-inspired Representation Consistency for Video Anomaly Detection. - Yang Liu 246; Zhaoyang Xia; Mengyang Zhao; Donglai Wei 002; Yuzheng Wang; Siao Liu; Bobo Ju; Gaoyun Fang; Jing Liu 050; Liang Song (ACM Multimedia, 2023)

Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models. - Yang Liu 246; Dingkang Yang; Yan Wang 068; Jing Liu 050; Liang Song (CoRR, 2023)

Configurable Spatial-Temporal Hierarchical Analysis for Flexible Video Anomaly Detection. - Kai Cheng; Xinhua Zeng; Yang Liu 246; Tian Wang 002; Chengxin Pang; Jing Teng; Zhaoyang Xia; Jing Liu 050 (CoRR, 2023)

A High-Reliability Edge-Side Mobile Terminal Shared Computing Architecture Based on Task Triple-Stage Full-Cycle Monitoring. - Bobo Ju; Yang Liu 246; Liang Song; Guixiang Gan; Zengwen Li; Linhua Jiang (IEEE Internet Things J., 2023)

Learning Graph Enhanced Spatial-Temporal Coherence for Video Anomaly Detection. - Kai Cheng; Yang Liu 246; Xinhua Zeng (IEEE Signal Process. Lett., 2023)

OSIN: Object-Centric Scene Inference Network for Unsupervised Video Anomaly Detection. - Yang Liu 246; Zhengliang Guo; Jing Liu 050; Chengfang Li; Liang Song (IEEE Signal Process. Lett., 2023)

Two-Stage Alignments Framework for Unsupervised Domain Adaptation on Time Series Data. - Xiaowei Xiang; Yang Liu 246; Gaoyun Fang; Jing Liu 050; Mengyang Zhao (IEEE Signal Process. Lett., 2023)

Target and source modality co-reinforcement for emotion understanding from asynchronous multimodal sequences. - Dingkang Yang; Yang Liu 246; Can Huang; Mingcheng Li; Xiao Zhao; Yuzheng Wang; Kun Yang 010; Yan Wang 068; Peng Zhai; Lihua Zhang (Knowl. Based Syst., 2023)

DSDCLA: driving style detection via hybrid CNN-LSTM with multi-level attention fusion. - Jing Liu 050; Yang Liu 246; Di Li; Hanqi Wang; Xiaohong Huang; Liang Song (Appl. Intell., 2023)

A novel cell contour-based instance segmentation model and its applications in HER2 breast cancer discrimination. - Bobo Ju; Yang Liu 246; Xing Hu 006; Dongfang Zhao 001; Linhua Jiang (Biomed. Signal Process. Control., 2023)

Distributional and spatial-temporal robust representation learning for transportation activity recognition. - Jing Liu 050; Yang Liu 246; Wei Zhu; Xiaoguang Zhu; Liang Song (Pattern Recognit., 2023)

Stochastic video normality network for abnormal event detection in surveillance videos. - Yang Liu 246; Dingkang Yang; Gaoyun Fang; Yuzheng Wang; Donglai Wei 002; Mengyang Zhao; Kai Cheng; Jing Liu 050; Liang Song (Knowl. Based Syst., 2023)

De-Confounded Data-Free Knowledge Distillation for Handling Distribution Shifts. - Yuzheng Wang; Dingkang Yang; Zhaoyu Chen 001; Yang Liu 246; Siao Liu; Wenqiang Zhang; Lihua Zhang; Lizhe Qi (CVPR, 2024)

Towards Multimodal Sentiment Analysis Debiasing via Bias Purification. - Dingkang Yang; Mingcheng Li; Dongling Xiao; Yang Liu 246; Kun Yang 010; Zhaoyu Chen 001; Yuzheng Wang; Peng Zhai; Ke Li; Lihua Zhang (ECCV (58), 2024)

Denoising Diffusion-Augmented Hybrid Video Anomaly Detection via Reconstructing Noised Frames. - Kai Cheng; Yaning Pan; Yang Liu 246; Xinhua Zeng; Rui Feng (IJCAI, 2024)

Sampling to Distill: Knowledge Transfer from Open-World Data. - Yuzheng Wang; Zhaoyu Chen 001; Jie Zhang 107; Dingkang Yang; Zuhao Ge; Yang Liu 246; Siao Liu; Yunquan Sun; Wenqiang Zhang; Lizhe Qi (ACM Multimedia, 2024)

Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning. - Mingcheng Li; Dingkang Yang; Yang Liu 246; Shunli Wang 001; Jiawei Chen 012; Shuaibing Wang; Jinjie Wei; Yue Jiang; Qingyao Xu; Xiaolu Hou; Mingyang Sun; Ziyun Qian; et al. (NeurIPS, 2024)

Open Service for Networking Systems of AI: A Case Study in Adaptation Optimization. - Bobo Ju; Kun Yang 010; Yang Liu 246; Jing Liu 050; Peng Sun 007; Wei Ni; Liang Song (WF-IoT, 2024)

End-Cloud Collaboration Framework for Advanced AI Customer Service in E-commerce. - Liangyu Teng; Yang Liu 246; Jing Liu 050; Liang Song (WF-IoT, 2024)

Memory-enhanced appearance-motion consistency framework for video anomaly detection. - Zhiyuan Ning; Zile Wang; Yang Liu 246; Jing Liu 050; Liang Song (Comput. Commun., 2024)

Networking Systems for Video Anomaly Detection: A Tutorial and Survey. - Jing Liu 050; Yang Liu 246; Jieyu Lin; Jielin Li; Peng Sun 007; Bo Hu 002; Liang Song; Azzedine Boukerche; Victor C. M. Leung (CoRR, 2024)

A Survey on Facial Expression Recognition of Static and Dynamic Emotions. - Yan Wang 068; Shaoqi Yan; Yang Liu 246; Wei Song 007; Jing Liu 050; Yang Chang; Xinji Mai; Xiping Hu; Wenqiang Zhang; Zhongxue Gan (CoRR, 2024)

Privacy-Preserving Video Anomaly Detection: A Survey. - Jing Liu 050; Yang Liu 246; Xiaoguang Zhu (CoRR, 2024)

STNMamba: Mamba-based Spatial-Temporal Normality Learning for Video Anomaly Detection. - Zhangxun Li; Mengyang Zhao; Xuan Yang; Yang Liu 246; Jiamu Sheng; Xinhua Zeng; Tian Wang 002; Kewei Wu; Yu-Gang Jiang 001 (CoRR, 2024)

Memory-enhanced spatial-temporal encoding framework for industrial anomaly detection system. - Yang Liu 246; Bobo Ju; Dingkang Yang; Liyuan Peng; Di Li; Peng Sun 007; Chengfang Li; Hao Yang; Jing Liu 050; Liang Song (Expert Syst. Appl., 2024)

Normality learning reinforcement for anomaly detection in surveillance videos. - Kai Cheng; Xinhua Zeng; Yang Liu 246; Yaning Pan; Xinzhe Li (Knowl. Based Syst., 2024)

DiffSkill: Improving Reinforcement Learning through diffusion-based skill denoiser for robotic manipulation. - Siao Liu; Yang Liu 246; Linqiang Hu; Ziqing Zhou; Yi Xie; Zhile Zhao; Wei Li 055; Zhongxue Gan (Knowl. Based Syst., 2024)

Decoding Silent Reading EEG Signals Using Adaptive Feature Graph Convolutional Network. - Chengfang Li; Gaoyun Fang; Yang Liu 246; Jing Liu 050; Liang Song (IEEE Signal Process. Lett., 2024)

Silent EEG classification using cross-fusion adaptive graph convolution network for multilingual neurolinguistic signal decoding. - Chengfang Li; Hanqi Wang; Yang Liu 246; Xiaoguang Zhu; Liang Song (Biomed. Signal Process. Control., 2024)

AMP-Net: Appearance-Motion Prototype Network Assisted Automatic Video Anomaly Detection System. - Yang Liu 246; Jing Liu 050; Kun Yang 010; Bobo Ju; Siao Liu; Yuzheng Wang; Dingkang Yang; Peng Sun 007; Liang Song (IEEE Trans. Ind. Informatics, 2024)

Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models. - Yang Liu 246; Dingkang Yang; Yan Wang 068; Jing Liu 050; Jun Liu 036; Azzedine Boukerche; Peng Sun 007; Liang Song (ACM Comput. Surv., 2024)

Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks. - Zepu Wang; Xiaobo Ma; Huajie Yang; Weimin Lyu; Yang Liu 246; Peng Sun 007; Sharath Chandra Guntuku (ICASSP, 2025)

Stephanie: Step-by-Step Dialogues for Mimicking Human Interactions in Social Conversations. - Hao Yang; Hongyuan Lu; Xinhua Zeng; Yang Liu 246; Xiang Zhang; Haoran Yang; Yumeng Zhang; Shan Huang; Yiran Wei; Wai Lam (NAACL (Findings), 2025)

CNN-DAG-Editor: A Convolutional Neural Network offloading analyzer with Multi-Objective Dynamic Adaptive Resource Competitive Swarm Optimization. - Bobo Ju; Yang Liu 246; Jing Liu 050; Peng Sun 007; Liang Song (Comput. Networks, 2025)

Rethinking prediction-based video anomaly detection from local-global normality perspective. - Mengyang Zhao; Xinhua Zeng; Yang Liu 246; Jing Liu 050; Chengxin Pang (Expert Syst. Appl., 2025)

CRCL: Causal Representation Consistency Learning for Anomaly Detection in Surveillance Videos. - Yang Liu 246; Hongjin Wang; Zepu Wang; Xiaoguang Zhu; Jing Liu 050; Peng Sun 007; Rui Tang; Jianwei Du; Victor C. M. Leung; Liang Song (IEEE Trans. Image Process., 2025)

A Survey on Diffusion Models for Anomaly Detection. - Jing Liu 050; Zhenchao Ma; Zepu Wang; Yang Liu 246; Zehua Wang; Peng Sun 007; Liang Song; Bo Hu 002; Azzedine Boukerche; Victor C. M. Leung (CoRR, 2025)

PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks. - Jianyu Wu; Hao Yang; Xinhua Zeng; Guibing He; Zhiyu Chen; Zihui Li; Xiaochuan Zhang; Yangyang Ma; Run Fang; Yang Liu 246 (CoRR, 2025)

DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding. - Yue Jiang; Jichu Li; Yang Liu 246; Dingkang Yang; Feng Zhou; Quyu Kong (CoRR, 2025)

Cross-channel Perception Learning for H&E-to-IHC Virtual Staining. - Hao Yang; Jianyu Wu; Run Fang; Xuelian Zhao; Yuan Ji; Zhiyu Chen; Guibin He; Junceng Guo; Yang Liu 246; Xinhua Zeng (CoRR, 2025)

Anomaly Detection and Generation with Diffusion Models: A Survey. - Yang Liu 246; Jing Liu 050; Chengfang Li; Rui Xi; Wenchao Li; Liang Cao; Jin Wang 018; Laurence T. Yang; Junsong Yuan 001; Wei Zhou 013 (CoRR, 2025)

eMotions: A Large-Scale Dataset and Audio-Visual Fusion Network for Emotion Analysis in Short-form Videos. - Xuecheng Wu; Dingkang Yang; Danlei Huang; Xinyi Yin; Yifan Wang; Jia Zhang; Jiayu Nie; Liangyu Fu; Yang Liu 246; Junxiao Xue; Hadi Amirpour; Wei Zhou 021 (CoRR, 2025)

Networking Systems for Video Anomaly Detection: A Tutorial and Survey. - Jing Liu 050; Yang Liu 246; Jieyu Lin; Jielin Li; Liang Cao; Peng Sun 007; Bo Hu 002; Liang Song; Azzedine Boukerche; Victor C. M. Leung (ACM Comput. Surv., 2025)