| 2025 | ICLR | Simple yet Effective Incomplete Multi-view Clustering: Similarity-level Imputation and Intra-view Hybrid-group Prototype Construction. | Shengju Yu, Zhibin Dong, Siwei Wang, Pei Zhang, Yi Zhang, Xinwang Liu, Naiyang Guan, Tiejun Li, Yiu-ming Cheung |
| 2024 | ICARCV | Text-Guided Feature Mining for Fine-Grained Ship Classification in Optical Remote Sensing Images. | Xiao Liu, Hao Wang, Chule Yang, Ke Yang, Naiyang Guan |
| 2024 | ICARCV | Zero-Shot Sea-Land Segmentation Based on Edge Analysis and Automatic Prompt Point Generation. | Hao Li, Chule Yang, Naiyang Guan |
| 2023 | ICASSP | TeAw: Text-Aware Few-Shot Remote Sensing Image Scene Classification. | Kaihui Cheng, Chule Yang, Zunlin Fan, Dayan Wu, Naiyang Guan |
| 2023 | ICASSP | VPPT: Visual Pre-Trained Prompt Tuning Framework for Few-Shot Image Classification. | Zhao Song, Ke Yang, Naiyang Guan, Junjie Zhu, Peng Qiao, Qingyong Hu |
| 2023 | ICIP | Hybrid Contrastive Prototypical Network for Few-Shot Scene Classification. | Junjie Zhu, Ke Yang, Chunping Qiu, Mengyuan Dai, Naiyang Guan, Xiaodong Yi |
| 2021 | ICASSP | Channel-Wise Mix-Fusion Deep Neural Networks for Zero-Shot Learning. | Guowei Wang, Naiyang Guan, Hanjia Ye, Xiaodong Yi, Hang Cheng, Junjie Zhu |
| 2019 | CIKM | Multi-Target Multi-Camera Tracking with Human Body Part Semantic Features. | Mingkun Wang, Dianxi Shi, Naiyang Guan, Wei Yi, Tao Zhang, Zunlin Fan |
| 2019 | ICTAI | Unsupervised Pedestrian Trajectory Prediction with Graph Neural Networks. | Mingkun Wang, Dianxi Shi, Naiyang Guan, Tao Zhang, Liujing Wang, Ruoxiang Li |
| 2019 | UIC | Learning to Track by Bi-Directional Long Short-Term Memory Networks. | Chen Pan, Dianxi Shi, Naiyang Guan, Yongjun Zhang, Liujing Wang, Songchang Jin |
| 2018 | ICDM | Graph Regularized Symmetric Non-Negative Matrix Factorization for Graph Clustering. | Ziheng Gao, Naiyang Guan, Longfei Su |
| 2017 | ICIP | Unsupervised domain adaptation with joint supervised sparse coding and discriminative regularization term. | Lin Zhu, Xiang Zhang, Wenju Zhang, Xuhui Huang, Naiyang Guan, Zhigang Luo |
| 2017 | ICMLA | Deep Transductive Nonnegative Matrix Factorization for Speech Separation. | Yalin Liu, Naiyang Guan, Jie Liu |
| 2017 | IJCNN | Audio visual speech recognition with multimodal recurrent neural networks. | Weijiang Feng, Naiyang Guan, Yuan Li, Xiang Zhang, Zhigang Luo |
| 2017 | ISPA | Delay Compensated Asynchronous Adam Algorithm for Deep Neural Networks. | Naiyang Guan, Lei Shan, Canqun Yang, Weixia Xu, Minxuan Zhang |
| 2016 | ICASSP | Gauss-Seidel based non-negative matrix factorization for gene expression clustering. | Qing Liao, Naiyang Guan, Qian Zhang |
| 2016 | IJCAI | Online Multi-Object Tracking by Quadratic Pseudo-Boolean Optimization. | Long Lan, Dacheng Tao, Chen Gong, Naiyang Guan, Zhigang Luo |
| 2016 | PAKDD | Predicting Unknown Interactions Between Known Drugs and Targets via Matrix Completion. | Qing Liao, Naiyang Guan, Chengkun Wu, Qian Zhang |
| 2016 | SMC | Distributed graph regularized non-negative matrix factorization with greedy coordinate descent. | Ziheng Gao, Naiyang Guan, Xuhui Huang, Xuefeng Peng, Zhigang Luo, Yuhua Tang |
| 2015 | ICASSP | Labelwalking nonnegative matrix factorization. | Long Lan, Naiyang Guan, Xiang Zhang, Xuhui Huang, Zhigang Luo |
| 2015 | ICDM | Logdet Divergence Based Sparse Non-Negative Matrix Factorization for Stable Representation. | Qing Liao, Naiyang Guan, Qian Zhang |
| 2015 | ICMLA | Local Coordinate Projective Non-negative Matrix Factorization. | Qing Liao, Xiang Zhang, Naiyang Guan, Qian Zhang |
| 2015 | ICMLA | Constrained Projective Non-negative Matrix Factorization for Semi-supervised Multi-label Learning. | Xiang Zhang, Naiyang Guan, Zhigang Luo, Xuejun Yang |
| 2015 | ICONIP | Semi-supervised Non-negative Local Coordinate Factorization. | Cherong Zhou, Xiang Zhang, Naiyang Guan, Xuhui Huang, Zhigang Luo |
| 2015 | IJCNN | New insights into the landscape relationships of host response to bacterial pathogens. | Xiaoyao Yin, Lu Han, Hui Bai, Xiaochen Bo, Yun Bai, Cong Niu, Naiyang Guan, Zhigang Luo |
| 2015 | IJCNN | Correntropy supervised non-negative matrix factorization. | Wenju Zhang, Naiyang Guan, Dacheng Tao, Bin Mao, Xuhui Huang, Zhigang Luo |
| 2015 | MMM | Two-Dimensional Euler PCA for Face Recognition. | Huibin Tan, Xiang Zhang, Naiyang Guan, Dacheng Tao, Xuhui Huang, Zhigang Luo |
| 2015 | MMM | Non-negative Low-Rank and Group-Sparse Matrix Factorization. | Shuyi Wu, Xiang Zhang, Naiyang Guan, Dacheng Tao, Xuhui Huang, Zhigang Luo |
| 2015 | SMC | Robust Local Coordinate Non-negative Matrix Factorization via Maximum Correntropy Criteria. | Qing Liao, Xiang Zhang, Naiyang Guan, Qian Zhang |
| 2015 | SMC | Constraint-Relaxation Approach for Nonnegative Matrix Factorization: A Case Study. | Jue Wang, Naiyang Guan, Xuhui Huang, Zhigang Luo |
| 2015 | SMC | Symmetric Non-negative Matrix Factorization Based Link Partition Method for Overlapping Community Detection. | Xiang Zhang, Naiyang Guan, Wenju Zhang, Xuhui Huang, Shuyi Wu, Zhigang Luo |
| 2014 | ECCV | Activity Recognition in Still Images with Transductive Non-negative Matrix Factorization. | Naiyang Guan, Dacheng Tao, Long Lan, Zhigang Luo, Xuejun Yang |
| 2014 | ICASSP | Transductive nonnegative matrix factorization for semi-supervised high-performance speech separation. | Naiyang Guan, Long Lan, Dacheng Tao, Zhigang Luo, Xuejun Yang |
| 2014 | IJCNN | Soft-constrained nonnegative matrix factorization via normalization. | Long Lan, Naiyang Guan, Xiang Zhang, Dacheng Tao, Zhigang Luo |
| 2014 | IJCNN | Box-constrained projective nonnegative matrix factorization via augmented Lagrangian method. | Xiang Zhang, Naiyang Guan, Long Lan, Dacheng Tao, Zhigang Luo |
| 2014 | SMC | Translation non-negative matrix factorization with fast optimization. | Yuanyuan Wang, Naiyang Guan, Bin Mao, Xuhui Huang, Zhigang Luo |
| 2013 | SMC | Orthogonal Nonnegative Locally Linear Embedding. | Lei Weit, Naiyang Guan, Xiang Zhang, Zhigang Luo, Dacheng Tao |
| 2012 | ICMLA | Graph Based Semi-supervised Non-negative Matrix Factorization for Document Clustering. | Naiyang Guan, Xuhui Huang, Long Lan, Zhigang Luo, Xiang Zhang |
| 2012 | ICMLA | Sparse Representation Based Discriminative Canonical Correlation Analysis for Face Recognition. | Naiyang Guan, Xiang Zhang, Zhigang Luo, Long Lan |
| 2012 | ICMLA | Semi-supervised Non-negative Patch Alignment Framework. | Long Lan, Xuhui Huang, Naiyang Guan, Zhigang Luo, Xiang Zhang |