▶ 单样本多模态人脸识别与分析

• Fan Liu*, Delong Chen (本科生), et al. Deep Learning based Single Sample Face Recognition: A Survey. Artificial Intelligence Review, AIRE, 2022 (SCI, JCR一区, IF: 9.588). [预印本]
• Fan Liu*, Delong Chen (本科生), et al. A Review of Driver Fatigue Detection and Its Advances on the Use of RGB-D Camera and Deep Learning. Engineering Applications of Artificial Intelligence, EAAI, 2022. (SCI, JCR一区, IF: 7.802).
• Zewen Li (本科生), Fan Liu*, et al. A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects. IEEE Transactions on Neural Networks and Learning Systems, 2021 (SCI, 一区Top期刊，IF:14.255, 引用459次, ESI高被引论文、热点论文). [预印本]
• Liyan Zhang, Guodong Du, Fan Liu*, et al. Global-Local Multiple Granularity Learning for Cross-Modality Visible-Infrared Person Reidentification. IEEE Transactions on Neural Networks and Learning Systems, 2021 (SCI, 一区Top期刊, IF:14.255).
• Qiaolin Ye, Jian Yang, Fan Liu, Chunxia Zhao, Ning Ye, Tongming Yin: L1-norm Distance Linear Discriminant Analysis Based on An Effective Iterative Algorithm. IEEE Transactions on Circuits and Systems for Video Technology, 2018 (SCI, 一区Top期刊, IF：5.859, 引用97次).
• Fan Liu*, Jinhui Tang, Yan Song, Ye Bi, Sai Yang. Local Structure based Multi-Phase Collaborative Representation for Face Recognition with Single Sample per Person. Information Sciences, 2016 (SCI, 一区Top期刊, IF：8.233, 引用101次).
• Fan Liu, Jinhui Tang, Yan Song, Liyan Zhang, Zhenmin Tang. Local Structure based Sparse Representation for Face Recognition. ACM Transactions on Intelligent Systems and Technology, 2015 (SCI, JCR一区, IF: 10.489).
• Liyan Zhang, Fan Liu, Jinhui Tang. Real-time System for Driver Fatigue Detection by RGB-D Camera. ACM Transactions on Intelligent Systems and Technology, 2015 (SCI, JCR一区, IF：10.489).
• Yan Song, Jinhui Tang, Fan Liu, Shui Cheng Yan. Body Surface Context: A New Robust Feature for Action Recognition From Depth Videos. IEEE Transactions on Circuits and Systems for Video Technology, 2014. (SCI, 一区Top期刊, IF：5.859, 引用65次).
• Fan Liu, Zhenmin Tang, Jinhui Tang. WLBP: Weber Local Binary Pattern for Local Image Description. Neurocomputing, 2013 (SCI, Top期刊, IF：5.779, 引用76次).
• Fan Liu, Jinhui Tang, Ruizhen Zhao, Zhenmin Tang. Abnormal behavior recognition system for ATM monitoring by RGB-D camera. Proceedings of the 20th ACM international conference on Multimedia, ACM MM, 2012. (CCF-A类会议，多媒体领域顶会)
• 国家发明专利：基于局部子空间稀疏表示的单样本人脸识别方法. 专利号: 201310700295.9
• 国家发明专利：基于半监督子块联合回归的单样本人脸识别方法. 专利号: 201611010248.1.
• 国家发明专利：基于块稀疏结构低秩表示的单样本人脸识别方法. 专利号: 201610701068.1.
• 国家发明专利：基于卷积神经网络的多通道人眼闭合识别方法. 专利号: 201711429165.0.
• 国家发明专利：一种基于词袋模型的单样本人脸识别方法. 专利号: 201711155556.8.
• 国家发明专利：基于循环自编码器和块稀疏结构表示的单样本人脸识别方法. 专利号: 202011403336.4.
• 国家发明专利：一种基于两层自组织神经网络的人脸特征二进制编码与识别方法. 专利号: 202010627333.2
• 国家发明专利：基于对抗学习的人脸变化解耦的亲属关系验证方法. 专利号: 202111386833.2.

▶ 视觉-语言大规模多模态预训练

• Fan Liu *, Delong Chen , Xiaoyu Du, Ruizhuo Gao, Feng Xu. MEP-3M: A Large-scale Multi-modal E-Commerce Products Dataset. Pattern Recognition, 2023 (SCI, 中科院一区Top期刊, JCR一区, IF: 8.518).
• Delong Chen (本科生), Fan Liu*, Xiaoyu Du, Ruizhuo Gao, Feng Xu. MEP-3M: A Large-scale Multi-modal E-Commerce Products Dataset. IJCAI 2021 Workshop on Long-Tailed Distribution Learning (CCF-A类会议Workshop, Oral). [数据集主页][Best Dataset Paper Award]
• Delong Chen, Zhao Wu, Fan Liu*, et al. ProtoCLIP: Prototypical Contrastive Language Image Pretraining. ArXiv Pre-print, 2022. [开源代码]
• Yanling Pan (本科生), Ruizhi Zhou (本科生), Gang Zhao, Weijuan Zhang, Delong Chen, Fan Liu*. MDF-Net: Multimodal Deep Fusion for Large-Scale Product Recognition. The 16th Chinese Conference on Biometric Recognition, Biometric Recognition, CCBR 2022.
• 开发图文特征对齐公开代码库 ITRA: Image Text Representation Alignment. [文档][开源代码]
• 国家发明专利：一种基于商品文本分类的电商类目属性挖掘方法. 专利号: 201910599049.6.
• 国家发明专利：一种基于频繁项目集的图片标注推荐算法. 专利号: 201811516054.8.

▶ 数据驱动的水文时间序列预测

• 刘凡,陆小敏, 徐丹, 戴雯雯 (本科生), 李慧洲. 海浪预报方法研究进展. 河海大学学报 (自然科学版), 2021 (中文核心期刊).
• Fan Liu*, Feng Xu, Sai Yang. A Flood Forecasting Model Based on Deep Learning Algorithm via Integrating Stacked Autoencoders with BP Neural Network. 2017 IEEE Third International Conference on Multimedia Big Data (BigMM). [引用64次]
• Delong Chen (本科生), Fan Liu, Zheqi Zhang, Xiaomin Lu, Zewen Li. Significant Wave Height Prediction based on Wavelet Graph Neural Network. 2021 IEEE 4th International Conference on Big Data and Artificial Intelligence, BDAI (Oral). [Best Presentation Award]
• Delong Chen, Ruizhi Zhou (本科生), Yanling Pan (本科生), Fan Liu. A Simple Baseline for Adversarial Domain Adaptation-based Unsupervised Flood Forecasting. Technical Report, ArXiv (2022). [开源代码]
• 开发水文时间序列预测公开代码库：HH💦Forecasting: a codebase for data-driven hydrological time-series forecasting. [开源代码]

▶ 视觉小样本学习

• Fan Liu, Sai Yang, Delong Chen, Huaxi Huang, Jun Zhou. Few-shot classification guided by generalization error bound. Pattern Recognition, 2023 (CCF-B).

• Sai Yang, Fan Liu*, Shaoqiu Zheng, Ying Tan. JLCSR: Joint Learning of Compactness and Separability Representation for Few-shot Classification. IEEE Transactions on Cognitive and Developmental Systems, 2023.

• 张天舒，刘凡，陈德龙，管张青云，蔡雯雯，周晓聪. 多模态大模型小样本迁移方法研究进展综述》. 2023中国多媒体大会（ChinaMM）.

• Sai Yang, Fan Liu*, Delong Chen, Jun Zhou. Few-shot Classification via Ensemble Learning with Multi-Order Statistics. IJCAI-23, 2022 (CCF-A, Oral).

• Fan Liu, Feifan Li, Sai Yang. Few‐shot classification using Gaussianisation prototypical classifier. IET Computer Vision, 2022 (SCI).

• Sai Yang, Fan Liu*, Zhiyu Chen. Feature hallucination in hypersphere space for few-shot classification. IET Image Process, 2022 (SCI).

• Jiaying Wu, Ning Dong, Fan Liu, Sai Yang, Jinglu Hu. Feature hallucination via Maximum A Posteriori for few-shot learning. Knowledge-Based Systems, 2021 (SCI, 中科院一区, JCR 一区, CCF推荐期刊, IF: 8.139)

• Sai Yang, Fan Liu, Ning Dong, Jiaying Wu. Comparative Analysis on Classical Meta-Metric Models for Few-Shot Learning. IEEE Access, 2020 (SCI).

▶ 基于计算机视觉的大坝、桥梁监测

• 刘凡，王君锋，陈峙宇, 许峰. 基于并行注意力UNet的裂缝检测方法. 计算机研究与发展 2021. [CCF-A类期刊]
• Junfeng Wang, Fan Liu*, Wenjie Yang (本科生), Guoyan Xu, Tao Zhang. Pavement Crack Detection Using Attention U-Net with Multiple Sources. Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2020.
• Fan Liu, Junfeng Wang, Delong Chen et al. Asymmetric exponential loss function for crack segmentation. Multimedia Systems, 2022: 1-13. [SCI, CCF推荐期刊]
• Kun Xie, Dong Lei, Wenkang Du, Pengxiang Bai, Feipeng Zhu, Fan Liu. A new operator based on edge detection for monitoring the cable under different illumination. Mechanical Systems and Signal Processing, 2023 (SCI, JCR一区, IF: 8.934).
• Kun Xie, Dong Lei, Wenkang Du, Pengxiang Bai, Feipeng Zhu, Fan Liu. The monitoring of bridge under complex illumination based on digital image technology. Measurement, 2023 (SCI, JCR一区, IF: 5.131).
• 国家发明专利：一种基于迁移学习的大坝图像裂缝检测方法. 专利号: 201810972498.6.
• 国家发明专利：一种基于U-net网络和SC-SAM注意力机制的大坝裂缝检测方法. 专利号: 202011049216.9.
• 国家发明专利：基于多迁移学习模型融合的大坝裂缝检测方法. 专利号: 201910845138.4
• 国家发明专利：基于背景与目标先验的多尺度扩散显著目标检测方法. 专利号: 201810243956.2.

▶ 音乐驱动的乐队指挥动作生成

• Fan Liu, Delong Chen (本科生), Ruizhi Zhou (本科生), Sai Yang, Feng Xu. Self-Supervised Music-Motion Synchronization Learning for Music-Driven Conducting Motion Generation. Journal of Computer Science and Technology (SCI, CCF-B类期刊). [开源代码]
• Delong Chen (本科生), Fan Liu*, Zewen Li (本科生), Feng Xu. VirtualConductor: Music-driven Conducting Video Generation System. IEEE International Conference on Multimedia and Expo, ICME 2021 (CCF-B类会议). [Best Demo Award]
• Demo 视频： 虚拟指挥（biliili 35w 播放，815评论）；Demo 视频：人工智能指挥 demo（全明星）（bilibili 1.8w 播放）；图灵测试视频：Demo: music-driven conducting motion generation.
• 首届国际“远见杯”元智能数据挑战大赛（江苏省计算机学会主办），动作认知赛道：音乐驱动的指挥动作生成. [赛题主页]
• 国家发明专利：基于动态频域分解的音乐驱动的指挥动作生成方法. 专利号: 202111090067.5
• 国家发明专利：一种基于自监督跨模态感知损失的乐队指挥动作生成方法. 专利号 202111090024.7