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2026

Privacy-Preserving Video Anomaly Detection: A SurveyYang Liu 0246, Siao Liu, Xiaoguang Zhu, Hao Yang 0055, Jielin Li, Juncen Guo, Liangyu Teng, Dingkang Yang, Yan Wang 0068, Jing Liu 0050. tnn, 37(1):2-21, January 2026. [doi]

Towards unified molecule-enhanced pathology image representation learning via integrating spatial transcriptomicsMinghao Han, Dingkang Yang, Jiabei Cheng, Xukun Zhang, Zizhi Chen, Haopeng Kuang, Lihua Zhang 0002. PR, 172:112458, 2026. [doi]

MedAide: Information fusion and anatomy of medical intents via LLM-based agent collaborationDingkang Yang, Jinjie Wei, Mingcheng Li, Jiyao Liu, Lihao Liu, Ming Hu, Junjun He, Yakun Ju, Wei Zhou 0021, Yang Liu 0246, Lihua Zhang 0002. inffus, 127:103743, 2026. [doi]

2025

Robust Multi-Agent Collaborative Perception via Spatio-Temporal AwarenessKun Yang 0010, Zhi Xu, Dingkang Yang, Qiang Fu, Rui Tang, Liang Song, Lihua Zhang. tcsv, 35(6):5644-5658, June 2025. [doi]

Diverse object placement with dual interactionXianhe Cheng, Peng Zhai, Dingkang Yang, Xiangrui Meng, Yang Xia, Lihua Zhang. ijon, 653:131161, 2025. [doi]

MSCPT: Few-Shot Whole Slide Image Classification With Multi-Scale and Context-Focused Prompt TuningMinghao Han, Linhao Qu, Dingkang Yang, Xukun Zhang, Xiaoying Wang, Lihua Zhang 0002. tmi, 44(9):3756-3769, September 2025. [doi]

BloomScene: Lightweight Structured 3D Gaussian Splatting for Crossmodal Scene GenerationXiaolu Hou, Mingcheng Li, Dingkang Yang, Jiawei Chen 0012, Ziyun Qian, Xiao Zhao, Yue Jiang, Jinjie Wei, Qingyao Xu, Lihua Zhang. AAAI 2025: 3536-3544 [doi]

CoMT: Chain-of-Medical-Thought Reduces Hallucination in Medical Report GenerationYue Jiang, Jiawei Chen 0012, Dingkang Yang, Mingcheng Li, Shunli Wang 0001, Tong Wu, Ke Li, Lihua Zhang. icassp 2025: 1-5 [doi]

MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image GenerationMingcheng Li, Xiaolu Hou, Ziyang Liu, Dingkang Yang, Ziyun Qian, Jiawei Chen, Jinjie Wei, Yue Jiang, Qingyao Xu, Lihua Zhang. cvpr 2025: 13263-13272 [doi]

Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language ModelsQihang Ma, Shengyu Li, Jie Tang, Dingkang Yang, Chenshaodong, Yingyi Zhang, Chao Feng, Ran Jiao. emnlp 2025: 15814-15827 [doi]

Guiding Inter-domain Class Balancing With Salient Features For Domain Adaptive Object DetectionHaiming Peng, Dingkang Yang, Mingxu Wang, Weilong Lin, Xinhua Zeng. icassp 2025: 1-5 [doi]

UMSD: High Realism Motion Style Transfer via Unified Mamba-based DiffusionZiyun Qian, Zeyu Xiao 0001, Xingliang Jin, Dingkang Yang, Mingcheng Li, Zhenyi Wu, Dongliang Kou, Peng Zhai, Lihua Zhang 0002. mm 2025: 7424-7433 [doi]

MSTDF: Motion Style Transfer Towards High Visual Fidelity Based on Dynamic FusionZiyun Qian, Dingkang Yang, Mingcheng Li, Zeyu Xiao, Lihua Zhang. spl, 32:1101-1105, 2025. [doi]

MAFD: Fine-Grained Motion Style Transfer with Adaptive Signal FusionZiyun Qian, Dingkang Yang, Mingcheng Li, Dongliang Kou, Lihua Zhang. icassp 2025: 1-5 [doi]

Debiased Multimodal Understanding for Human Language SequencesZhi Xu, Dingkang Yang, Mingcheng Li, Yuzheng Wang, Zhaoyu Chen, Jiawei Chen 0012, Jinjie Wei, Lihua Zhang. AAAI 2025: 14450-14458 [doi]

Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful ComparatorsDingkang Yang, Dongling Xiao, Jinjie Wei, Mingcheng Li, Zhaoyu Chen, Ke Li, Lihua Zhang. AAAI 2025: 25606-25614 [doi]

MMPF: Multi-Modal Perception Framework for Abnormal Medical Condition DetectionChuyi Zhong, Dingkang Yang, Peng Zhai, Lihua Zhang. AAAI 2025: 10653-10661 [doi]

2024

CPR-CLIP: Multimodal Pre-Training for Composite Error Recognition in CPR TrainingShunli Wang 0001, Dingkang Yang, Peng Zhai, Lihua Zhang. spl, 31:211-215, 2024. [doi]

CPR-Coach: Recognizing Composite Error Actions Based on Single-Class TrainingShunli Wang 0001, Shuaibing Wang, Dingkang Yang, Mingcheng Li, Haopeng Kuang, Xiao Zhao, Liuzhen Su, Peng Zhai, Lihua Zhang. cvpr 2024: 18782-18792 [doi]

Align Before Collaborate: Mitigating Feature Misalignment for Robust Multi-agent PerceptionKun Yang 0010, Dingkang Yang, Ke Li, Dongling Xiao, Zedian Shao, Peng Sun 0007, Liang Song. eccv 2025: 282-299 [doi]

Can LLMs' Tuning Methods Work in Medical Multimodal Domain?Jiawei Chen 0012, Yue Jiang, Dingkang Yang, Mingcheng Li, Jinjie Wei, Ziyun Qian, Lihua Zhang. miccai 2024: 112-122 [doi]

Efficiency in Focus: LayerNorm as a Catalyst for Fine-tuning Medical Visual Language ModelsJiawei Chen 0012, Dingkang Yang, Yue Jiang, Mingcheng Li, Jinjie Wei, Xiaolu Hou, Lihua Zhang. mm 2024: 3122-3130 [doi]

MISS: A Generative Pre-training and Fine-Tuning Approach for Med-VQAJiawei Chen 0012, Dingkang Yang, Yue Jiang, Yuxuan Lei, Lihua Zhang. icann 2024: 299-313 [doi]

3Net: Multigranularity Region Relation Representation Network for Facial Expression Recognition in Affective RobotsYan Wang 0068, Shaoqi Yan, Wei Song 0007, Antonio Liotta, Jing Liu 0050, Dingkang Yang, Shuyong Gao, Wenqiang Zhang. tii, 20(5):7216-7226, May 2024. [doi]

AMP-Net: Appearance-Motion Prototype Network Assisted Automatic Video Anomaly Detection SystemYang Liu 0246, Jing Liu 0050, Kun Yang, Bobo Ju, Siao Liu, Yuzheng Wang, Dingkang Yang, Peng Sun 0007, Liang Song. tii, 20(2):2843-2855, February 2024. [doi]

Memory-enhanced spatial-temporal encoding framework for industrial anomaly detection systemYang Liu 0246, Bobo Ju, Dingkang Yang, Liyuan Peng, Di Li, Peng Sun 0007, Chengfang Li, Hao Yang, Jing Liu 0050, Liang Song. eswa, 250:123718, 2024. [doi]

Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep ModelsYang Liu 0246, Dingkang Yang, Yan Wang 0068, Jing Liu 0050, Jun Liu 0036, Azzedine Boukerche, Peng Sun 0007, Liang Song. ACM Comput. Surv., 56(7), July 2024. [doi]

MDRPC: Music-Driven Robot Primitives ChoreographyHaiyang Guan, Xiaoyi Wei, Weifan Long, Dingkang Yang, Peng Zhai, Lihua Zhang. ictai 2024: 748-755 [doi]

Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide ImagesMinghao Han, Xukun Zhang, Dingkang Yang, Tao Liu, Haopeng Kuang, Jinghui Feng, Lihua Zhang. icmcs 2024: 1-6 [doi]

SceneWeaver: Text-Driven Scene Generation with Geometry-aware Gaussian SplattingXiaolu Hou, Mingcheng Li, Jiawei Chen 0012, Dingkang Yang, Ziyun Qian, Lihua Zhang. acml 2024: 1288-1303 [doi]

Large Vision-Language Models as Emotion Recognizers in Context AwarenessYuxuan Lei, Dingkang Yang, Zhaoyu Chen, Jiawei Chen 0012, Peng Zhai, Lihua Zhang. acml 2024: 111-126 [doi]

A Unified Self-Distillation Framework for Multimodal Sentiment Analysis with Uncertain Missing ModalitiesMingcheng Li, Dingkang Yang, Yuxuan Lei, Shunli Wang 0001, Shuaibing Wang, Liuzhen Su, Kun Yang, Yuzheng Wang, Mingyang Sun, Lihua Zhang. AAAI 2024: 10074-10082 [doi]

Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation LearningMingcheng Li, Dingkang Yang, Yang Liu 0246, Shunli Wang 0001, Jiawei Chen 0012, Shuaibing Wang, Jinjie Wei, Yue Jiang, Qingyao Xu, Xiaolu Hou, Mingyang Sun, Ziyun Qian, Dongliang Kou, Lihua Zhang. nips 2024: [doi]

Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete ModalitiesMingcheng Li, Dingkang Yang, Xiao Zhao, Shuaibing Wang, Yan Wang 0068, Kun Yang 0010, Mingyang Sun, Dongliang Kou, Ziyun Qian, Lihua Zhang. cvpr 2024: 12458-12468 [doi]

Pathology-Knowledge Enhanced Multi-instance Prompt Learning for Few-Shot Whole Slide Image ClassificationLinhao Qu, Dingkang Yang, Dan Huang, Qinhao Guo, Rongkui Luo, Shaoting Zhang 0001, Xiaosong Wang 0001. eccv 2025: 196-212 [doi]

T-GET3D: A Generative Model of High-Quality 3D Textured Shapes Guided by TextsXinxin Shi, Ye-Lin, Xianhe Cheng, Peixuan Zhang, Dingkang Yang, Lihua Zhang. iconip 2025: 119-134 [doi]

IF-Garments: Reconstructing Your Intersection-Free Multi-Layered Garments from Monocular VideosMingyang Sun, Qipeng Yan, Zhuoer Liang, Dongliang Kou, Dingkang Yang, Ruisheng Yuan, Xiao Zhao, Mingcheng Li, Lihua Zhang. mm 2024: 6588-6597 [doi]

Self-cooperation Knowledge Distillation for Novel Class DiscoveryYuzheng Wang, Zhaoyu Chen, Dingkang Yang, Yunquan Sun, Lizhe Qi. eccv 2025: 459-476 [doi]

Boosting the transferability of adversarial attacks with global momentum initializationJiafeng Wang, Zhaoyu Chen, Kaixun Jiang, Dingkang Yang, Lingyi Hong, Pinxue Guo, Haijing Guo, Wenqiang Zhang. eswa, 255:124757, 2024. [doi]

Out of Thin Air: Exploring Data-Free Adversarial Robustness DistillationYuzheng Wang, Zhaoyu Chen, Dingkang Yang, Pinxue Guo, Kaixun Jiang, Wenqiang Zhang, Lizhe Qi. AAAI 2024: 5776-5784 [doi]

Sampling to Distill: Knowledge Transfer from Open-World DataYuzheng Wang, Zhaoyu Chen, Jie Zhang, Dingkang Yang, Zuhao Ge, Yang Liu 0246, Siao Liu, Yunquan Sun, Wenqiang Zhang, Lizhe Qi. mm 2024: 2438-2447 [doi]

De-Confounded Data-Free Knowledge Distillation for Handling Distribution ShiftsYuzheng Wang, Dingkang Yang, Zhaoyu Chen, Yang Liu 0246, Siao Liu, Wenqiang Zhang, Lihua Zhang, Lizhe Qi. cvpr 2024: 12615-12625 [doi]

Code Optimization Chain-of-Thought: Structured Understanding and Self-CheckingQingyao Xu, Dingkang Yang, Lihua Zhang. caibda 2024: 425-430 [doi]

A novel hierarchical distributed vehicular edge computing framework for supporting intelligent drivingKun Yang, Peng Sun 0007, Dingkang Yang, Jieyu Lin, Azzedine Boukerche, Liang Song. adhoc, 153:103343, February 2024. [doi]

Towards Context-Aware Emotion Recognition Debiasing From a Causal Demystification Perspective via De-Confounded TrainingDingkang Yang, Kun Yang 0010, Haopeng Kuang, Zhaoyu Chen, Yuzheng Wang, Lihua Zhang. pami, 46(12):10663-10680, December 2024. [doi]

Towards Asynchronous Multimodal Signal Interaction and Fusion via Tailored TransformersDingkang Yang, Haopeng Kuang, Kun Yang 0010, Mingcheng Li, Lihua Zhang. spl, 31:1550-1554, 2024. [doi]

Asynchronous Multimodal Video Sequence Fusion via Learning Modality-Exclusive and -Agnostic RepresentationsDingkang Yang, Mingcheng Li, Linhao Qu, Kun Yang 0010, Peng Zhai, Song Wang 0002, Lihua Zhang. tcsv, 34(12):12360-12375, December 2024. [doi]

Towards Multimodal Sentiment Analysis Debiasing via Bias PurificationDingkang Yang, Mingcheng Li, Dongling Xiao, Yang Liu, Kun Yang, Zhaoyu Chen, Yuzheng Wang, Peng Zhai, Ke Li, Lihua Zhang. eccv 2025: 464-481 [doi]

Robust Emotion Recognition in Context DebiasingDingkang Yang, Kun Yang 0010, Mingcheng Li, Shunli Wang 0001, Shuaibing Wang, Lihua Zhang. cvpr 2024: 12447-12457 [doi]

PediatricsGPT: Large Language Models as Chinese Medical Assistants for Pediatric ApplicationsDingkang Yang, Jinjie Wei, Dongling Xiao, Shunli Wang 0001, Tong Wu, Gang Li, Mingcheng Li, Shuaibing Wang, Jiawei Chen, Yue Jiang, Qingyao Xu, Ke Li, Peng Zhai, Lihua Zhang. nips 2024: [doi]

IIPC: Intra-Inter Patch Correlations for Garment Collision HandlingRuisheng Yuan, Minzhe Tang, Dongliang Kou, Mingyang Sun, Dingkang Yang, Xiao Zhao, Lihua Zhang. icmcs 2024: 1-6 [doi]

MaskBEV: Towards A Unified Framework for BEV Detection and Map SegmentationXiao Zhao, Xukun Zhang, Dingkang Yang, Mingyang Sun, Mingcheng Li, Shunli Wang 0001, Lihua Zhang. mm 2024: 2652-2661 [doi]

HybridOcc: NeRF Enhanced Transformer-Based Multi-Camera 3D Occupancy PredictionXiao Zhao, Bo Chen, Mingyang Sun, Dingkang Yang, Youxing Wang, Xukun Zhang, Mingcheng Li, Dongliang Kou, Xiaoyi Wei, Lihua Zhang. ral, 9(9):7867-7874, September 2024. [doi]

Dual-stream framework for image-based heart infarction detection using convolutional neural networksChuyi Zhong, Dingkang Yang, Shunli Wang 0001, Shuai Huang, Lihua Zhang. soco, 28(9-10):6671-6682, May 2024. [doi]

Towards heart infarction detection via image-based dataset and three-stream fusion frameworkChuyi Zhong, Dingkang Yang, Shunli Wang, Lihua Zhang. comcom, 215:21-28, 2024. [doi]

Expression guided medical condition detection via the Multi-Medical Condition Image DatasetChuyi Zhong, Dingkang Yang, Shunli Wang 0001, Peng Zhai, Lihua Zhang. eaai, 133:108592, 2024. [doi]

2023

Stochastic video normality network for abnormal event detection in surveillance videosYang Liu 0246, Dingkang Yang, Gaoyun Fang, Yuzheng Wang, Donglai Wei 0002, Mengyang Zhao, Kai Cheng, Jing Liu, Liang Song. kbs, 280:110986, November 2023. [doi]

Efficient Decision-based Black-box Patch Attacks on Video RecognitionKaixun Jiang, Zhaoyu Chen, Hao Huang, Jiafeng Wang, Dingkang Yang, Bo Li, Yan Wang, Wenqiang Zhang. iccv 2023: 4356-4366 [doi]

Towards Simultaneous Segmentation Of Liver Tumors And Intrahepatic Vessels Via Cross-Attention MechanismHaopeng Kuang, Dingkang Yang, Shunli Wang, Xiaoying Wang, Lihua Zhang. icassp 2023: 1-5 [doi]

Text-Oriented Modality Reinforcement Network for Multimodal Sentiment Analysis from Unaligned Multimodal SequencesYuxuan Lei, Dingkang Yang, Mingcheng Li, Shunli Wang 0001, Jiawei Chen, Lihua Zhang. cicai 2024: 189-200 [doi]

Towards Robust Multimodal Sentiment Analysis Under Uncertain Signal MissingMingcheng Li, Dingkang Yang, Lihua Zhang. spl, 30:1497-1501, 2023. [doi]

Improving Generalization in Visual Reinforcement Learning via Conflict-aware Gradient Agreement AugmentationSiao Liu, Zhaoyu Chen, Yang Liu, Yuzheng Wang, Dingkang Yang, Zhile Zhao, Ziqing Zhou, Xie Yi, Wei Li, Wenqiang Zhang, Zhongxue Gan. iccv 2023: 23379-23389 [doi]

MSN-net: Multi-Scale Normality Network for Video Anomaly DetectionYang Liu, Di Li, Wei Zhu, Dingkang Yang, Jing Liu, Liang Song. icassp 2023: 1-5 [doi]

Adversarial Contrastive Distillation with Adaptive DenoisingYuzheng Wang, Zhaoyu Chen, Dingkang Yang, Yang Liu, Siao Liu, Wenqiang Zhang, Lizhe Qi. icassp 2023: 1-5 [doi]

HandGCAT: Occlusion-Robust 3D Hand Mesh Reconstruction from Monocular ImagesShuaibing Wang, Shunli Wang, Dingkang Yang, Mingcheng Li, Ziyun Qian, Liuzhen Su, Lihua Zhang. icmcs 2023: 2495-2500 [doi]

What2comm: Towards Communication-efficient Collaborative Perception via Feature DecouplingKun Yang, Dingkang Yang, Jingyu Zhang, Hanqi Wang, Peng Sun, Liang Song. mm 2023: 7686-7695 [doi]

Target and source modality co-reinforcement for emotion understanding from asynchronous multimodal sequencesDingkang Yang, Yang Liu, Can Huang, Mingcheng Li, Xiao Zhao, Yuzheng Wang, Kun Yang, Yan Wang 0068, Peng Zhai, Lihua Zhang. kbs, 265:110370, April 2023. [doi]

Context De-Confounded Emotion RecognitionDingkang Yang, Zhaoyu Chen, Yuzheng Wang, Shunli Wang, Mingcheng Li, Siao Liu, Xiao Zhao, Shuai Huang, Zhiyan Dong, Peng Zhai, Lihua Zhang. cvpr 2023: 19005-19015 [doi]

A Novel Efficient Multi-View Traffic-Related Object Detection FrameworkKun Yang, Jing Liu, Dingkang Yang, Hanqi Wang, Peng Sun, Yanni Zhang, Yan Liu, Liang Song. icassp 2023: 1-5 [doi]

Spatio-Temporal Domain Awareness for Multi-Agent Collaborative PerceptionKun Yang, Dingkang Yang, Jingyu Zhang, Mingcheng Li, Yang Liu, Jing Liu, Hanqi Wang, Peng Sun, Liang Song. iccv 2023: 23326-23335 [doi]

AIDE: A Vision-Driven Multi-View, Multi-Modal, Multi-Tasking Dataset for Assistive Driving PerceptionDingkang Yang, Shuai Huang, Zhi Xu, Zhenpeng Li, Shunli Wang 0001, Mingcheng Li, Yuzheng Wang, Yang Liu, Kun Yang, Zhaoyu Chen, Yan Wang, Jing Liu, Peixuan Zhang, Peng Zhai, Lihua Zhang. iccv 2023: 20402-20413 [doi]

How2comm: Communication-Efficient and Collaboration-Pragmatic Multi-Agent PerceptionDingkang Yang, Kun Yang, Yuzheng Wang, Jing Liu, Zhi Xu, Rongbin Yin, Peng Zhai, Lihua Zhang. nips 2023: [doi]

D-CONFORMER: Deformable Sparse Transformer Augmented Convolution for Voxel-Based 3D Object DetectionXiao Zhao, Liuzhen Su, Xukun Zhang, Dingkang Yang, Mingyang Sun, Shunli Wang, Peng Zhai, Lihua Zhang. icassp 2023: 1-5 [doi]

FE-YOLOv5: Improved YOLOv5 Network for Multi-scale Drone-Captured Scene DetectionChen Zhao, Zhe Yan, Zhiyan Dong, Dingkang Yang, Lihua Zhang. iconip 2024: 290-304 [doi]

2022

IVSA: Facial Expression Recognition Method with Salient AttentionShuai Huang, Dingkang Yang, Chuyi Zhong, Lihua Zhang. aiam 2022: 74-78 [doi]

Learning Appearance-Motion Normality for Video Anomaly DetectionYang Liu, Jing Liu, Mengyang Zhao, Dingkang Yang, Xiaoguang Zhu, Liang Song. icmcs 2022: 1-6 [doi]

CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in SpaceShunli Wang, Shuaibing Wang, Bo Jiao, Dingkang Yang, Liuzhen Su, Peng Zhai, Chixiao Chen, Lihua Zhang. iros 2022: 10627-10634 [doi]

Contextual and Cross-Modal Interaction for Multi-Modal Speech Emotion RecognitionDingkang Yang, Shuai Huang, Yang Liu, Lihua Zhang. spl, 29:2093-2097, 2022. [doi]

Learning Modality-Specific and -Agnostic Representations for Asynchronous Multimodal Language SequencesDingkang Yang, Haopeng Kuang, Shuai Huang, Lihua Zhang. mm 2022: 1708-1717 [doi]

Emotion Recognition for Multiple Context AwarenessDingkang Yang, Shuai Huang, Shunli Wang, Yang Liu, Peng Zhai, Liuzhen Su, Mingcheng Li, Lihua Zhang. eccv 2022: 144-162 [doi]

Disentangled Representation Learning for Multimodal Emotion RecognitionDingkang Yang, Shuai Huang, Haopeng Kuang, Yangtao Du, Lihua Zhang. mm 2022: 1642-1651 [doi]

Robust Adversarial Reinforcement Learning with Dissipation Inequation ConstraintPeng Zhai, Jie Luo, Zhiyan Dong, Lihua Zhang, Shunli Wang, Dingkang Yang. AAAI 2022: 5431-5439 [doi]

2021

Learning Associative Representation for Facial Expression RecognitionYangtao Du, Dingkang Yang, Peng Zhai, Mingchen Li, Lihua Zhang. icip 2021: 889-893 [doi]

TSA-Net: Tube Self-Attention Network for Action Quality AssessmentShunli Wang, Dingkang Yang, Peng Zhai, Chixiao Chen, Lihua Zhang. mm 2021: 4902-4910 [doi]

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