Journal Papers

2024

  1. Yue Gao, Jiaxuan Lu*, Siqi Li, Yipeng Li, and Shaoyi Du*, "Hypergraph-based Multi-View Action Recognition using Event Cameras," IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, (SCI, EI Accepted)
  2. Shaoyi Du, Tiancheng Shao, Canhui Tang, Wei Zeng, and Zhiqiang Tian*, "Robust Point Cloud Registration Based on Semantic Iterative Closest Point Algorithm," Fundamental Research, 2024. (Accepted)
  3. Bohua Wang, Zhiqiang Tian, Aixue Ye, Feng Wen, Shaoyi Du, and Yue Gao*, "Generative Variational-Contrastive Learning for Self-supervised Point Cloud Representation", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, (SCI, EI Accepted)
  4. Lipeng Cai, Jun Shi, Shaoyi Du, Yue Gao, and Shihui Ying*, "Self-Adaptive Subspace Representation from a Geometric Intuition," Pattern Recognition, 2024. (SCI, EI, Accepted)
  5. Jing Yang#, Yuehai Chen#, Shaoyi Du*, Badong Chen, and Jose C. Principe, "IA-LSTM: Interaction-Aware LSTM for Pedestrian Trajectory Prediction," IEEE Transactions on Cybernetics, 2024. (SCI, EI, Accepted)
  6. Chunyao Huang, Xiaomei Sun, Zhiqiang Tian, Shaoyi Du, and Wei Zeng*, "Exploring Conditional Pixel-independent Generation in GAN Inversion for Image Processing," Multimedia Tools and Applications, 2024. (SCI, EI, Accepted)
  7. Xuehao Gao, Yang Yang, Zhenyu Xie, Shaoyi Du, and Yang Wu, "GUESS: GradUally Enriching SyntheSis for Text-Driven Human Motion Generation," IEEE Transactions on Visualization and Computer Graphics, 2024. (SCI, EI, Accepted)
  8. Wenting Cui, Shaoyi Du*, Runzhao Yao, Canhui Tang, Aixue Ye, Feng Wen, and Zhiqiang Tian, "RDD: Learning Reinforced 3D Detectors and Descriptors Based on Policy Gradient," IEEE Transactions on Multimedia, 2023. (SCI, EI, Accepted)
  9. Yifan Feng, Shuyi Ji, Yu-Shen Liu, Shaoyi Du, Qionghai Dai, and Yue Gao*, "Hypergraph-Based Multi-Modal Representation for Open-Set 3D Object Retrieval," IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. (SCI, EI, Accepted)
  10. Xuehao Gao, Yang Yang*, Yang Wu, and Shaoyi Du, "Learning Heterogeneous Spatial-Temporal Context for Skeleton-based Action Recognition," IEEE Transactions on Neural Networks and Learning Systems, 2023. (SCI, EI, Accepted)
  11. Ce Li*, Fenghua Liu, Zhiqiang Tian, Shaoyi Du*, and Yang Wu, "DAGCN: Dynamic and Adaptive Graph Convolutional Network for Salient Object Detection," IEEE Transactions on Neural Networks and Learning Systems, 2024. (SCI, EI, Accepted)
  12. Fan Wang, Cuiran Li*, Jianli Xie, Lin Su, Yadan Liu*, and Shaoyi Du, "Secrecy and Throughput Performance of Cooperative Cognitive Decode-and-forward Relaying Vehicular Networks with Direct Links and Poisson Distributed Eavesdroppers," Electronics, vol. 13, no. 4, pp. 777, 2024. (SCI, EI)

2023

  1. Runzhao Yao, Shaoyi Du*, Wenting Cui, Aixue Ye, Feng Wen, Hongbo Zhang, Zhiqiang Tian, and Yue Gao*, "Hunter: Exploring High-Order Consistency for Point Cloud Registration With Severe Outliers," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 12, pp. 14760-14776, 2023. (SCI, EI)
  2. Yue Gao, Jiaxuan Lu, Siqi Li, Nan Ma, Shaoyi Du*, Yipeng Li, and Qionghai Dai, "Action Recognition and Benchmark Using Event Cameras," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 12, pp. 14081-14097, 2023. (SCI, EI)
  3. Qinghui Wang, Fenglin Liu, Ruirui Zou, Ying Wang, Chenyang Zheng, Zhiqiang Tian, Shaoyi Du, and Wei Zeng*, "Enhancing Medical Image Object Detection with Collaborative Multi-agent Deep Q-networks and Multi-scale Representation," EURASIP Journal on Advances in Signal Processing, vol. 2023, pp. 132, 2023. (SCI, EI)
  4. Jinbin Luo, Qinghui Wang, Ruirui Zou, Ying Wang, Fenglin Liu, Haojie Zheng, Shaoyi Du, and Chengzhi Yuan*, "A Heart Image Segmentation Method Based on Position Attention Mechanism and Inverted Pyramid," Sensors, vol.23, no. 23, pp. 9366, 2023. (SCI, EI)
  5. Yuehai Chen, Jing Yang*, Badong Chen, Shaoyi Du*, and Gang Hua, "Tolerating Annotation Displacement in Dense Object Counting via Point Annotation Probability Map," IEEE Transactions on Image Processing, vol. 32, pp. 6359-6372, 2023. (SCI, EI)
  6. Ying Wang, Qinghui Wang, Ruirui Zou, Falin Wen, Fenglin Liu, Yihang Zhang, Shaoyi Du, and Wei Zeng*, "Advancing Image Object Detection: Enhanced Feature Pyramid Network and Gradient Density Loss for Improved Performance," Applied Sciences, vol. 13, no. 22, pp. 12174, 2023. (SCI, EI)
  7. Yang Chen*, Yao Wu*, Wei Zeng, and Shaoyi Du, "Kinematics Model Estimation of 4W Skid-Steering Mobile Robots  using Visual Terrain Classification," Journal of Robotics, vol. 2023, pp. 1632563, 2023. (SCI, EI)
  8. Yaoyue Zheng, Xuetao Zhang, Zhiqiang Tian*, Wei Zeng, and Shaoyi Du, "Detach and Unite: A Simple Meta-Transfer for Few-Shot Learning," Knowledge-Based Systems, vol. 277, pp. 110798, 2023. (SCI, EI)
  9. Xuehao Gao, Shaoyi Du, and Yang Yang*, "Glimpse and Focus: Global and Local-scale Graph Convolution Network for Skeleton-based Action Recognition," Neural Networks, vol. 167, pp. 551-558, 2023. (SCI, EI)
  10. Dong Zhang, Jing Yang, Shaoyi Du*, Wenqing Bu, and Yu-cheng Guo*, "An Uncertainty-Aware and Sex-Prior Guided Biological Age Estimation From Orthopantomogram Images," IEEE Journal of Biomedical and Health Informatics, vol. 27, no. 10, pp. 4926-4937, 2023. (SCI, EI)
  11. Peiwen Shi, Jingmin Xin, Shaoyi Du, Jiayi Wu, Yangyang Deng, Zhuotong Cai, and Nanning Zheng, "Automatic Lumen and Anatomical Layers Segmentation in IVOCT Images Using Meta Learning," Journal of Biophotonics, vol. 16, no. 9, pp. e20230059, 2023. (SCI, EI)
  12. Falin Wen, Qinghui Wang, Ruirui Zou, Ying Wang, Fenglin Liu, Yang Chen, Linghao Yu, Shaoyi Du, and Chengzhi Yuan*, "A Salient Object Detection Method Based on Boundary Enhancement," Sensors, vol. 23, no. 16, pp. 7077, 2023. (SCI, EI)
  13. Shaoyi Du*, Yuying Liu, Xijing Wang, Yuting Chi, Nanning Zheng, and Yucheng Guo*, "Curriculum Classification Network Based on Margin Balancing Multi-loss and Ensemble Learning," Future Generation Computer Systems, vol. 145, pp. 150-163, 2023. (SCI, EI)
  14. Fengrui Tian, Zhiqiang Tian*, Zhang Chen, Dong Zhang, and Shaoyi Du*, "Surface-GCN: Learning Interaction Experience for Organ Segmentation in 3D Medical Images," Medical Physics, vol. 50, no. 8, pp. 5030-5044, 2023. (SCI, EI)
  15. Ruirui Zou, Qinghui Wang, Falin Wen, Yang Chen, Jiale Liu, Shaoyi Du, and Chengzhi Yuan*, "An Interactive Image Segmentation Method Based on Multi-Level Semantic Fusion," Sensors, vol. 23, no. 14, pp. 6394, 2023. (SCI, EI)
  16. Hao Liu, Ce Li*, Shangang Jin, Weizhe Gao, Fenghua Liu, Shaoyi Du, and Shihui Ying, "PGF-BIQA: Blind Image Quality Assessment via Probability Multi-grained Cascade Forest," Computer Vision and Image Understanding, vol. 232, pp. 103695, 2023. (SCI, EI)
  17. Wen-qing Bu, Yu-xin Guo, Dong Zhang, Shao-yi Du, Meng-qi Han, Zi-xuan Wu, Yu Tang, Teng Chen, Yu-cheng Guo*, and Hao-tian Meng*, “Automatic Sex Estimation Using Deep Convolutional Neural Network Based on Orthopantomogram Images,” Forensic Science International, vol. 348, pp. 111704, 2023. (SCI)
  18. Xijing Wang, Hongcheng Han, Mengrui Xu, Shengpeng Li, Dong Zhang, Shaoyi Du*, and Meifeng Xu*, "STNet: Shape and Texture Joint Learning through Two-stream Network for Knowledge Guided Image Recognition," Frontiers in Neuroscience, vol. 17, pp. 1212049, 2023. (SCI)
  19. Xinyu Ji#, Wei Zeng#, Qihang Dai, Yuyan Zhang, Shaoyi Du, and Bing Ji*, "Machine Learning-based Detection of Cervical Spondylotic Myelopathy Using Multiple Gait Parameters," Biomimetic Intelligence and Robotics, vol. 3, no. 2, pp. 100103, 2023.
  20. Wei Zeng, Liangmin Shan, Bo Su, and Shaoyi Du, "Epileptic Seizure Detection with Deep EEG Features by Convolutional Neural Network and Shallow Classifiers," Frontiers in Neuroscience, vol. 17, pp. 1145526, 2023. (SCI)
  21. Peiwen Shi, Jingmin Xin*, Jiayi Wu, Yangyang Deng, Zhuotong Cai, Shaoyi Du, and Nanning Zheng, "Detection of Thin-cap Fibroatheroma in IVOCT Images Based on Weakly Supervised Learning and Domain Knowledge," Journal of Biophotonics, vol. 16, no. 5, pp. e20220034, 2023. (SCI, EI)
  22. Lei Sun, Zhiqiang Tian*, Zhang Chen, Wenrui Luo, and Shaoyi Du, "An Efficient Interactive Segmentation Framework for Medical Images without Pre-Training," Medical Physics, vol. 50, no. 4, pp. 2239-2248, 2023. (SCI, EI)
  23. Dong Zhang, Jing Yang, Shaoyi Du*, Hongcheng Han, Yuyan Ge, Longfei Zhu, Ce Li, Meifeng Xu*, and Nanning Zheng, "Coarse-to-Fine Feature Representation Based on Deformable Partition Attention for Melanoma Identification," Pattern Recognition, vol. 136, pp. 109247, 2023. (SCI, EI)
  24. Yuehai Chen, Jing Yang, Badong Chen, and Shaoyi Du*, "Counting Varying Density Crowds Through Density Guided Adaptive Selection CNN and Transformer Estimation," IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 3, pp. 1055-1068, 2023. (SCI, EI)
  25. Xuehao Gao, Yang Yang*, Yimeng Zhang, Maosen Li, Jin-Gang Yu, and Shaoyi Du*, "Efficient Spatio-Temporal Contrastive Learning for Skeleton-Based 3D Action Recognition," IEEE Transactions on Multimedia, vol.25, pp. 405-417, 2023. (SCI, EI)
  26. Yujie Wang, Chenggang Yan, Yutong Feng, Shaoyi Du, Qionghai Dai, and Yue Gao*, "STORM: Structure-based Overlap Matching for Partial Point Cloud Registration," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 1, pp. 1135-1149, 2023. (SCI, EI)

2022

  1. Rujing Yue, Zhiqiang Tian*, and Shaoyi Du, "Action Recognition Based on RGB and Skeleton Data Sets: A Survey," Neurocomputing, vol. 512, pp. 287-306, 2022. (SCI, EI)
  2. Yu Guo, Luting Zhao, Yan Shi, Xuetao Zhang*, Shaoyi Du, and Fei Wang, "Adaptive Weighted Robust Iterative Closest Point," Neurocomputing, vol. 508, pp. 225-241, 2022. (SCI, EI)
  3. Yan Wang, Yining Zhao, Shihui Ying, Shaoyi Du, and Yue Gao, "Rotation-Invariant Point Cloud Representation for 3-D Model Recognition," IEEE Transactions on Cybernetics, vol. 52, no. 10, pp. 10948-10956, 2022. (SCI, EI)
  4. Jianji Wang, Shupei Zhang, Qi Liu, Shaoyi Du, Yu-Cheng Guo, Nanning Zheng*, and Fei-Yue Wang*, "Conditional Uncorrelation and Efficient Subset Selection in Sparse Regression," IEEE Transactions on Cybernetics, vol. 52, no 10, pp. 10458-10467, 2022. (SCI, EI)
  5. Runzhao Yao, Shaoyi Du*, Teng Wan, and Wenting Cui, "A Robust Registration Algorithm Based on Salient Object Detection," Multimedia Tools and Applications, vol. 81, no. 24, pp. 34387-34400, 2022. (SCI, EI)
  6. Teng Wan, Shaoyi Du*, Wenting Cui, Runzhao Yao, Yuyan Ge, Yue Gao, and Nanning Zheng, "RGB-D Point Cloud Registration Based on Salient Object Detection," IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 8, pp. 3547-3559, 2022. (SCI, EI)
  7. Jing Yang, Haozhe Li , Zhou Jiang , Dong Zhang, Xiaoli Yue, and Shaoyi Du*, "Color Guided Convolutional Network for Point Cloud Semantic Segmentation," International Journal of Advanced Robotic Systems, vol. 19, no. 3, pp. 172988062210985, 2022. (SCI, EI)
  8. Yue Gao, Zizhao Zhang, Haojie Lin, Xibin Zhao, Shaoyi Du, and Changqing Zou*, "Hypergraph Learning: Methods and Practices," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 5, pp. 2548-2566, 2022. (SCI, EI, ESI)
  9. Mengqi Han, Shaoyi Du*, Yuyan Ge, Dong Zhang, Yuting Chi, Hong Long, Jing Yang, Yang Yang, Jingmin Xin, Teng Chen, Nanning Zheng, and Yu-cheng Guo*, “With or without Human Interference for Precise Age Estimation Based on Machine Learning,” International Journal of Legal Medicine, vol. 136, pp. 821-831, 2022. (SCI)
  10. Jing Yang#, Yinghao Wu#, Dong Zhang#, Wenting Cui, Xiaoli Yue, Shaoyi Du*, and Hongmei Zhang*, "LDVoxelMorph: A Precise Loss Function and Cascaded Architecture for Unsupervised Diffeomorphic Large Displacement Registration," Medical Physics, vol. 49, no. 4, pp. 2427–2441, 2022. (SCI)
  11. Jiamin Zhao, Shaoyi Du, Yuying Liu, Badr Sultan Saif, Yuxia Hou, and Yu-cheng Guo*, "Evaluation of the Stability of the Palatal Rugae Using the Three-dimensional Superimposition Technique Following Orthodontic Treatment," Journal of Dentistry, vol. 119, pp. 104055, 2022. (SCI)
  12. Yuehai Chen, Jing Yang, Dong Zhang, Kun Zhang, Badong Chen, and Shaoyi Du*, "Region-Aware Network: Model Human's Top-Down Visual Perception Mechanism for Crowd Counting," Neural Networks, vol. 148, pp. 219-231 2022. (SCI, EI)
  13. 张坤, 杨静, 张栋, 陈跃海, 李杰, and 杜少毅*, "MRTP:时间-动作感知的多尺度时间序列实时行为识别方法," 西安交通大学学报, vol. 56, no. 3, pp. 22-32, 2022. (EI, CSCD)
  14. Juan Wang#, Jue Jiang#, Dong Zhang, Yaozhong Zhang, Long Guo, Yusheng Jiang, Shaoyi Du*, and Qi Zhou*, "An Integrated AI Model to Improve Diagnostic Accuracy of Ultrasound and Output Known Risk Features in Suspicious Thyroid Nodules," European Radiology, vol. 32, no. 3, pp. 2120-2129, 2022. (SCI)
  15. Dong Zhang#, Hongcheng Han#, Shaoyi Du#, Longfei Zhu, Jing Yang, Xijing Wang, Lin Wang*, and Meifeng Xu*, "MPMR: Multi-scale Feature and Probability Map for Melanoma Recognition," Frontiers in Medicine, vol. 8, pp. 775587, 2022. (SCI)

2021

  1. Yaoyue Zheng, Xuetao Zhang, Xiayu Xu, Zhiqiang Tian*, and Shaoyi Du*, "Deep Level Set Method for Optic Disc and Cup Segmentation on Fundus Images," Biomedical Optics Express, vol.12, no. 11, pp. 6969-6983, 2021. (SCI, EI)
  2. Hui Huang, Jing Yang, Hai-Jun Rong*, and Shaoyi Du, "A Generic FPGA-based Hardware Architecture for Recursive Least Mean p-Power Extreme Learning Machine," Neurocomputing, vol. 456, pp. 421-435, 2021. (SCI, EI)
  3. Jia-min Zhao, Ling-ling Ji, Meng-qi Han, Qing-nan Mou, Guang Chu, Teng Chen, Shao-yi Du, Yu-xia Hou*, and Yu-cheng Guo*, "Lip Morphology Estimation Models Based on Three-dimensional Images in a Modern Adult Population from China," International Journal of Legal Medicine, vol.135, pp. 1887-1901, 2021. (SCI)
  4. Yuying Liu, Shaoyi Du*, Wenting Cui, Xijing Wang, Qingnan Mou, Jiamin Zhao, Yucheng Guo, and Yong Zhang, "Precise Point Set Registration Based on Feature Fusion," The Computer Journal, vol. 64, no. 7, pp. 1039-1055, 2021. (SCI, EI)
  5. Runzhao Yao, Shaoyi Du*, Teng Wan, Wenting Cui, Yang Yang, Yang Jing, and Ce Li, "Robust Registration Algorithm Based on Rational Quadratic Kernel for Point Sets with Outliers and Noise," Multimedia Tools and Applications, vol. 80, no. 18, pp. 27925-27945, 2021. (SCI, EI)
  6. Yu-cheng Guo, Mengqi Han, Yuting Chi, Hong Long, Dong Zhang, Jing Yang, Yang Yang, Teng Chen, and Shaoyi Du*, "Accurate Age Classification Using Manual Method and Deep Convolutional Neural Network Based on Orthopantomogram Images," International Journal of Legal Medicine, vol. 135, no. 4, pp. 1589-1597, 2021. (SCI)
  7. Badong Chen, Lei Xing, Haiquan Zhao, Shaoyi Du, and José C. Príncipe, "Effects of Outliers on the Maximum Correntropy Estimation: A Robustness Analysis," IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 6, pp. 4007-4012, 2021. (SCI, EI)
  8. Lei Xing, Badong Chen*, Shaoyi Du, Yuantao Gu, and Nannning Zheng, " Correntropy-Based Multiview Subspace Clustering," IEEE Transactions on Cybernetics, vol. 51, no. 6, pp. 3298-3311, 2021. (SCI, EI)
  9. Zhiqiang Tian*, Xiaojian Li, Zhang Chen, Yaoyue Zheng, Hongcheng Fan, Zhongyu Li, Ce Li, and Shaoyi Du, "Interactive Prostate MR Image Segmentation Based on ConvLSTMs and GGNN," Neurocomputing, vol. 438, pp. 84-93, 2021. (SCI, EI)
  10. 李策, 李兰, 宣树星, 杨静, and 杜少毅*, "采用超复数小波生成对抗网络的活体人脸检测算法," 西安交通大学学报, vo. 55, no. 5, pp. 113-122, 2021. (EI, CSCD)
  11. Huikai Shao, Dexing Zhong*, Xuefeng Du, Shaoyi Du, and Raymond N. J. Veldhuis, "Few-Shot Learning for Palmprint Recognition via Meta-Siamese Network," IEEE Transactions on Instrumentation and Measurement, vol. 70, pp. 5009812, 2021. (SCI, EI)
  12. 应时辉, 杨菀, 杜少毅, and 施俊*, "基于深度学习的医学影像配准综述," 模式识别与人工智能, vol. 34, no. 4, pp. 287-299, 2021. (EI, CSCD)
  13. 汪霖,郭佳琛,张璞, 万腾, 刘成, and 杜少毅*, "基于改进ICP算法的三维点云刚体配准方法," 西北大学学报(自然科学版), vol. 51, no. 2, pp. 183-190, 2021. (CSCD)
  14. Yang Yang, Dandan Fan, Shaoyi Du*, Badong Chen, and Yue Gao*, "Point Set Registration with Similarity and Affine Transformations Based on Bidirectional KMPE Loss," IEEE Transactions on Cybernetics, vol. 51, no. 3, pp. 1678-1689, 2021. (SCI, EI)
  15. Lei Xing, Badong Chen*, Jianji Wang, Shaoyi Du, and Jiuwen Cao, "Robust High-Order Manifold Constrained Low Rank Representation for Subspace Clustering," IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, no. 2, pp. 533-545, 2021. (SCI, EI)
  16. Qing-nan Mou, Ling-ling Ji, Yan Liu, Pei-rong Zhou, Meng-qi Han, Jia-min Zhao, Wen-ting Cui, Teng Chen, Shao-yi Du, Yu-xia Hou*, and Yu-cheng Guo*, "Three-dimensional Superimposition of Digital Models for Individual Identification," Forensic Science International, vol. 38, pp. 110597, 2021. (SCI)

2020

  1. Zhongyu Li, Jiamin Liu, Zhiqiang Tian, Jihua Zhu, Ce Li, and Shaoyi Du, "Adaptive Weighted Motion Averaging with Low-rank Sparse for Robust Multi-view Registration," Neurocomputing, vol. 413, pp. 230-239, 2020. (SCI, EI)
  2. Wenting Cui, Jianyi Liu, Shaoyi Du*, Yuying Liu, Teng Wan, Mengqi Han, Qingnan Mou, Jing Yang, and Yucheng Guo, "Individual Retrieval Based on Oral Cavity Point Cloud Data and Correntropy-Based Registration Algorithm," IET Image Processing, vol. 14, no. 12, pp. 2675-2681, 2020. (SCI, EI)
  3. Wenting Cui, Shaoyi Du*, Teng Wan, Runzhao Yao, Yuying Liu, Mengqi Han, Qingnan Mou, Yu-cheng Guo*, and Nanning Zheng, "Robust and Precise Isotropic Scaling Registration Algorithm Using Bi-directional Distance and Correntropy," Pattern Recognition Letters, vol. 138, pp. 298-304, 2020. (SCI, EI)
  4. Youzi Xiao, Zhiqiang Tian, Jiachen Yu, Yinshu Zhang, Shuai Liu, Shaoyi Du, and Xuguang Lan, "A Review of Object Detection Based on Deep Learning," Multimedia Tools and Applications, vol. 79, no. 33-34, pp. 23729-23791, 2020. (SCI, EI, ESI)
  5. Guang Chu, Jia-min Zhao, Meng-qi Han, Qing-nan Mou, Ling-ling Ji, Hong Zhou, Teng Chen, Shao-yi Du*, and Yu-cheng Guo*, "Three-dimensional Prediction of Nose Morphology in Chinese Young Adults: A Pilot Study Combining Cone-beam Computed Tomography and 3dMD Photogrammetry System," International Journal of Legal Medicine, vol. 134, no. 5, pp. 1803-1816, 2020. (SCI)
  6. Sanping Zhou, Jinjun Wang*, Jimuyang Zhang, Le Wang, Dong Huang, Shaoyi Du*, and Nanning Zheng, "Hierarchical U-shape Attention Network for Salient Object Detection," IEEE Transaction on Image Processing, vol. 29, pp. 8417-8428, 2020. (SCI, EI)
  7. Zhiqiang Tian, Yudiao Wang, Shaoyi Du, and Xuguang Lan, "A Multiresolution Mixture Generative Adversarial Network for Video Super-Resolution," PLoS ONE, vol. 15, no. 7, pp. e0235352, 2020. (SCI)
  8. Ce Li, Dong Zhang, Zhiqiang Tian, Shaoyi Du, and Yanyun Qu, "Few-shot Learning with Deformable Convolution for Multi-scale Lesion Detection in Mammography," Medical Physics, vol. 47, no. 7, pp. 2970-2985, 2020. (SCI)
  9. Nanning Zheng*, Shaoyi Du*, Jianji Wang, He Zhang, Wenting Cui, Zijian Kang, Tao Yang, Bin Lou, Yuting Chi, Hong Long, Mei Ma, Qi Yuan, Shupei Zhang, Dong Zhang, Feng Ye, and Jingmin Xin, "Predicting COVID-19 in China Using Hybrid AI Model," IEEE Transactions on Cybernetics, vol. 5, no. 7, pp. 2891-2904, 2020. (SCI, EI, ESI)
  10. Zhiqiang Tian, Yaoyue Zheng, Xiaojian Li, Shaoyi Du, and Xiayu Xu, "Graph Convolutional Network Based Optic Disc and Cup Segmentation on Fundus Images," Biomedical Optics Express, vol. 11, no. 6, pp. 3043-3057, 2020. (SCI, EI)
  11. Jing Yang, Yi Xu, Hai-jun Rong, Shaoyi Du, and Hongmei Zhang*, "A Method for Wafer Defect Detection Using Spatial Feature Points Guided Affine Iterative Closest Point Algorithm," IEEE Access, vol. 8, pp. 79056-79068, 2020. (SCI, EI)
  12. Hao Liu, Ce Li*, Dong Zhang, Yannan Zhou, and Shaoyi Du, "Enhanced Image No-Reference Quality Assessment Based on Colour Space Distribution," IET Image Processing, vol. 14, no. 5, pp. 807-817, 2020. (SCI, EI)
  13. Shaoyi Du, Guanglin Xu, Sirui Zhang, Xuetao Zhang, Yue Gao, and Badong Chen, "Robust Rigid Registration Algorithm Based on Pointwise Correspondence and Correntropy," Pattern Recognition Letters, vol. 132, pp. 91-98, 2020. (SCI, EI, ESI)
  14. Teng Wan, Shaoyi Du*, Wenting Cui, Yang Yang, and Ce Li, "Robust Rigid Registration Algorithm Based on Correntropy and Bi-Directional Distance," IEEE Access, vol. 8, pp. 22225-22234, 2020. (SCI, EI)
  15. Ce Li, Dong Zhang, Shaoyi Du, and Zhiqiang Tian, "Deformation and Refined Features Based Lesion Detection on Chest X-Ray," IEEE Access, vol. 8, pp. 14675-14689, 2020. (SCI, EI)
  16. Yang Yang, Weile Chen, Muyi Wang, Dexing Zhong*, and Shaoyi Du*, "Color Point Cloud Registration Based on Supervoxel Correspondence," IEEE Access, vol. 8, pp. 7362-7372, 2020. (SCI, EI)

2019

  1. Yang Yang, Tingxia Ma, and Shaoyi Du*, “Robust Template Matching with Angle Location Using Dynamic Feature Pairs Updating,” Applied Soft Computing, vol. 85, pp. 105804, 2019. (SCI, EI)
  2. Teng Wan, Shaoyi Du*, Yiting Xu, Guanglin Xu, Zuoyong Li, Badong Chen, and Yue Gao, "RGB-D Point Cloud Registration via Infrared and Color Camera," Multimedia Tools and Applications, vol. 78, no. 23, pp. 332233-33246, 2019. (SCI, EI)
  3. Yaxin Peng, Shaoyi Du, and Tieyong Zeng, "Preface: Special Issue on Optimization Models and Algorithms in Artificial Intelligence," Journal of the Operations Research Society of China, vol. 7, no. 4, pp. 511-513, 2019. (ESCI, EI)
  4. 许美凤, 国雷达, 宋盼盼, 迟玉婷, 杜少毅, 耿松梅, and 张勇*, "多卷积神经网络模型融合的皮肤病识别方法," 西安交通大学学报, vol. 53, no. 11, pp. 125-130, 2019. (EI, CSCD)
  5. 李策, 张栋, 杜少毅, 朱子重, 贾盛泽, and 曲延云, "一种迁移学习和可变形卷积深度学习的蝴蝶检测算法," 自动化学报, vol. 45, no. 9, pp. 1772-1782, 2019. (EI, CSCD)
  6. Zongze Wu, Hongchen Chen, Shaoyi Du*, Mingyue Fu, Nan Zhou, and Nanning Zheng, "Correntropy Based Scale ICP Algorithm for Robust Point Set Registration," Pattern Recognition, vol. 93, pp. 14-24, 2019. (SCI, EI)
  7. Meifeng Xu, Yan Liu, Xiaoli Li, Chuantao Cheng, Yale Liu, Wei Dong, Shaoyi Du*, and Shengxiang Xiao*, "Evaluation of Genetic Susceptibility Between Systemic Lupus Erythematosus and GRB2 Gene," Scientific Reports, vol. 9, pp. 10335, 2019. (SCI)
  8. Hongchen Chen, Xie Zhang, Shaoyi Du, Zongze Wu, and Nanning Zheng, "A Correntropy-based Affine Iterative Closest Point Algorithm for Robust Point Set Registration," IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 4, pp. 981-991, 2019. (SCI, EI)
  9. Lipeng Cai, Shihui Ying, Yaxin Peng, Changzhou He, and Shaoyi Du, "Intrinsic Metric Learning with Subspace Representation," IEEE Access, vol. 7, pp. 68572-68583, 2019. (SCI, EI)
  10. 吴礼洋, 凌粼, 贾方超, 杜少毅*, and 胡智勇, "基于控制点一致性约束的点集仿射配准算法," 激光与光电子学进展, vol. 56, no. 9, pp. 133-139, 2019. (CSCD)
  11. Shaoyi Du, Wenting Cui, Liyang Wu, Sirui Zhang, Xuetao Zhang, Guanglin Xu, and Meifeng Xu*, "Precise Iterative Closest Point Algorithm with Corner Point Constraints for Isotropic Scaling Registration," Multimedia Systems, vol. 25, no. 2, pp. 119-126, 2019. (SCI, EI)
  12. Ben Yang, Xuetao Zhang, Zhongchang Li, Shaoyi Du, and Fei Wang, "An Accurate and Robust Gaze Estimation Method Based on Maximum Correntropy Criterion," IEEE Access, vol. 7, pp. 23291-23302, 2019. (SCI)
  13. Ce Li, Xinyu Zhao, Zhaoxiang Zhang, and Shaoyi Du, "Generative Adversarial Dehaze Mapping Nets," Pattern Recognition Letters, vol. 119, pp. 238-244, 2019. (SCI, EI)
  14. Badong Chen, Rongjin Ma, Siyu Yu, Shaoyi Du, and Jing Qin, "Granger Causality Analysis Based on Quantized Minimum Error Entropy Criterion," IEEE Signal Processing Letters, vol. 26, no. 2, pp. 347-351, 2019. (SCI, EI)

2018

  1. Xi Liu, Badong Chen, Shiyuan Wang, and Shaoyi Du, "Correntropy Based Divided Difference Filtering for the Positioning of Ships," Sensors, vol. 18, no. 11, pp.1-15, 2018. (SCI, EI)
  2. Xibin Zhao, Nan Wang, Yubo Zhang, Shaoyi Du*, Yue Gao*, and Jiaguang Sun, "Beyond Pairwise Matching: Person Reidentification via High-Order Relevance Learning," IEEE Transactions on Neural Networks and Learning Systems, vol. 29, no. 8, pp. 3701-3714, 2018. (SCI, EI)
  3. 李策, 张亚超, 蓝天, and 杜少毅*, "一种高分辨率遥感图像视感知目标检测算法," 西安交通大学学报, vol. 52, no. 6, pp. 9-16, 2018.  (EI, CSCD) 
  4. 熊磊, 吴礼洋, 杜少毅, 毕笃彦, and 方挺, "基于局部仿射配准的鲁棒非刚体配准算法," 电子与信息学报, vol. 40, no. 4, pp. 920-927, 2018. (EI)
  5. Jing Yang, Yi Xu, Haijun Rong, Shaoyi Du, and Badong Chen, "Sparse Recursive Least Mean p-Power Extreme Learning Machine for Regression," IEEE Access, vol. 6, pp. 16022-16034, 2018. (SCI, EI)
  6. Xin Li, Yanqin Bai, Yaxin Peng, Shaoyi Du, and Shihui Ying, "Nonlinear Semi-Supervised Metric Learning Via Multiple Kernels and Local Topology," International Journal of Neural Systems, vol. 28, no. 2, pp. 1750040, 2018. (SCI, EI)
  7. 吴礼洋, 熊磊, 杜少毅, 毕笃彦, and 方挺, "基于快速仿射模板匹配和改进仿射迭代最近点算法的人脸稳健精确仿射配准," 光学学报, vol. 38, no. 2, pp. 0210004, 2008. (EI, CSCD)

2017

  1. 杨静, 尚夏, 荣海军, and 杜少毅"采用仿射迭代最近点的晶圆分割方法," 西安交通大学学报, vol.51, no. 12, pp. 56-61, 2017. (EI, CSCD)
  2. Shaoyi Du, Yiting Xu, Teng Wan, Huaizhong Hu, Sirui Zhang, Guanglin Xu, and Xuetao Zhang, "Robust Iterative Closest Point Algorithm Based on Global Reference Point for Rotation Invariant Registration," PLoS ONE, vol. 12, no. 11, pp. e0188039, 2017. (SCI)
  3. 李策, 赵新宇, 肖利梅, and 杜少毅, "生成对抗映射网络下的图像多层感知去雾算法," 计算机辅助设计与图形学学报, vol. 29, no. 10, pp. 1835-1843, 2017. (EI, CSCD)
  4. Shaoyi Du, Juan Liu, Yuehu Liu, Xuetao Zhang, and Jianru Xue, "Precise Glasses Detection Algorithm for Face with In-Plane Rotation," Multimedia Systems, vol. 23, no. 3, pp. 293-302, 2017. (SCI, EI)
  5. Shaoyi Du, Bo Bi, Guanglin Xu, Jihua Zhu, and Xuetao Zhang, "Robust Non-Rigid Point Set Registration via Building Tree Dynamically," Multimedia Tools and Applications, vol. 76, no. 9, pp. 12065-12081, 2017. (SCI, EI)
  6. Jianmin Dong, Zhongmin Cai, and Shaoyi Du*, "Improvement of Affine Iterative Closest Point Algorithm for Partial Registration," IET Computer Vision, vol. 11, no. 2, pp. 135-144, 2017. (SCI, EI)
  7. Shihui Ying, Dan Li, Bin Xiao, Yaxin Peng, Shaoyi Du, and Meifeng Xu,"Nonlinear Image Registration with Bidirectional Metric and Reciprocal Regularization," PLoS ONE, vol. 12, no. 2, pp. e0172432, 2017. (SCI)
  8. Jianru Xue, Di Wang, Shaoyi Du, Dixiao Cui, Yong Huang, and Nanning Zheng, "A Vision-Centered Multi-Sensor Fusing Approach to Self-Localization and Obstacle Perception for Robotic Cars," Frontiers of Information Technology & Electronic Engineering, vol. 18, no. 1, pp. 122-138, 2017. (SCI, EI, Best Paper Award)

2016

  1. Shaoyi Du, Chunjia Zhang, Zongze Wu, Juan Liu, and Jianru Xue, "Robust Isotropic Scaling ICP Algorithm with Bidirectional Distance and Bounded Rotation Angle," Neurocomputing, vol. 215, pp. 160-168, 2016. (SCI, EI)
  2. Liang Ma, Jihua Zhu, Li Zhu, Shaoyi Du, and Jingru Cui, "Merging Grid Maps of Different Resolutions by Scaling Registration," Robotica, vol. 34, no. 11, pp. 2516-2531, 2016. (SCI, EI)
  3. Yang Yang, Shaoyi Du*, and Zhuo Chen, "A Method for Non-Rigid Face Alignment via Combining Local and Holistic Matching," PLoS ONE, vol. 11, no. 8, pp. e0159376, 2016. (SCI)
  4. Shaoyi Du, Juan Liu, Bo Bi, Jihua Zhu, and Jianru Xue, "New Iterative Closest Point Algorithm for Isotropic Scaling Registration of Point Sets with Noise,"Journal of Visual Communication and Image Representation, vol. 38, pp. 207-216, 2016.(SCI, EI)
  5. Chunjia Zhang, Shaoyi Du*, Juan Liu, Yongxin Li, Jianru Xue, and Yuehu Liu, "Robust Iterative Closest Point Algorithm with Bounded Rotation Angle for 2D Registration," Neurocomputing, vol. 195, pp. 172-180, 2016. (SCI, EI)
  6. Chunjia Zhang, Shaoyi Du*, Juan Liu, and Jianru Xue, "Robust 3D Point Set Registration Using Iterative Closest Point Algorithm with Bounded Rotation Angle," Signal Processing, vol. 120, pp. 777-788, 2016. (SCI, EI)

2015

  1. Shaoyi Du, Yanrong Guo, Gerard Sanroma, Dong Ni, Guorong Wu, and Dinggang Shen, "Building Dynamic Population Graph for Accurate Correspondence Detection," Medical Image Analysis, vol. 26, no. 1, pp. 256-267, 2015. (SCI, EI) 
  2. Ke Li, Yi Liu, Quanxin Wang, Yalei Wu, Shimin Song, Yi Sun, Tengchong Liu, Jun Wang, Yang Li, and Shaoyi Du, "A Spacecraft Electrical Characteristics Multi-Label Classification Method Based on Off-Line FCM Clustering and On-Line WPSVM," PLoS ONE, vol. 10, no. 11, pp. e0140395, 2015. (SCI) 
  3. Shaoyi Du, Juan Liu, Chunjia Zhang, Meifeng Xu, and Jianru Xue, "Accurate Non-rigid Registration Based on Heuristic Tree for Registering Point Sets with Large Deformation," Neurocomputing, vol. 168, pp. 681-689, 2015. (SCI, EI) 
  4. Shaoyi Du, Jianru Xue, and Nanning Zheng, "View-based 3D Object Retrieval: Challenges, State-of-the-Arts and Future," IEEE COMSOC MMTC E-Letter, vol. 10, no. 5, pp. 5-8, 2015. 
  5. 李可, 刘祎, 杜少毅, 孙毅, and 王浚, "基于PCA和WPSVM的航天器电特性识别方法," 北京航空航天大学学报, vol. 41, no. 7, pp. 1177-1182, 2015. (EI, CSCD) 
  6. Shaoyi Du, Juan Liu, Chunjia Zhang, Jihua Zhu, and Ke Li, "Probability Iterative Closest Point Algorithm for m-D Point Set Registration with Noise," Neurocomputing, vol. 157, pp. 187-198, 2015. (SCI, EI) 

2014

  1. 祝继华, 尹俊, 邗汶锌, and 杜少毅, "面向低维点集配准的高效最近邻搜索法," 模式识别与人工智能, vol. 12, no. 27, pp. 1071-1077, 2014. (CSCD)
  2. Jihua Zhu, Zhongyu Li, Shaoyi Du, Liang Ma, and Te Zhang, "Surface Reconstruction via Efficient and Accurate Registration of Multiview Range Scans," Optical Engineering, vol. 53, no. 10, pp. 102104, 2014. (SCI, EI) 
  3. Jihua Zhu, Deyu Meng, Zhongyu Li, Shaoyi Du, and Zejian Yuan, "Robust Registration of Partially Overlapping Point Sets via Genetic Algorithm with Growth Operator," IET Image Processing, vol. 8, no. 10, pp. 582-590, 2014. (SCI, EI)
  4. 祝继华, 杜少毅, 李钟毓, 马亮, and 袁泽剑, "基于粒子滤波的部分对应点集刚体配准算法," 中国科学: 信息科学, vol. 7, no. 44, pp. 886-899, 2014. (CSCD) 

2013

  1. Jihua Zhu, Shaoyi Du, Liang Ma, Zejian Yuan, and Qiang Zhang, "Merging Grid Maps via Point Set Registration," International Journal of Robotics and Automation, vol. 28, no. 2, pp. 180-191, 2013. (SCI, EI) 

2012

  1. Jihua Zhu, Shaoyi Du, Zejian Yuan, Yuehu Liu, and Liang Ma, "Robust Affine Iterative Closest Point Algorithm with Bidirectional Distance," IET Computer Vision, vol. 6, no. 3, pp. 252-261, 2012. (SCI, EI) 
  2. 李策, 罗欣颖, and 杜少毅, "面向地图点集的多尺度层级ICP算法," 计算机应用与软件, no. 4, pp. 83-85+93, 2012. (CSCD)

2011

  1. Yang Yang, Nanning Zheng, Yuehu Liu, Shaoyi Du, Yuanqi Su, and Yoshifumi Nishio, "Expression Transfer for Facial Sketch Animation," Signal Processing, vol. 91, no. 11, pp. 2465-2477, 2011. (SCI, EI)  
  2. Shaoyi Du, Jihua Zhu, Nanning Zheng, Yuehu Liu, and Ce Li, "Robust Iterative Closest Point Algorithm for Registration of Point Sets with Outliers," Optical Engineering, vol. 50, no. 8, 087001, 2011. (SCI, EI) 
  3. Shaoyi Du, Jihua Zhu, Nanning Zheng, Jizhong Zhao, and Ce Li, "Isotropic Scaling Iterative Closest Point Algorithm for Partial Registration," Electronics Letters, vol. 47, no. 14, pp. 799-800, 2011. (SCI, EI) 
  4. Jihua Zhu, Nanning Zheng, Zejian Yuan, and Shaoyi Du, "Adaptive SLAM Algorithm with Sampling Based on State Uncertainty," Electronics Letters, vol. 47, no. 4, pp. 284-286, 2011. (SCI, EI)

2010

  1. Jihua Zhu, Nanning Zheng, Zejian Yuan, Shaoyi Du, and Liang Ma, "Robust Scaling Iterative Closest Point Algorithm with Bidirectional Distance Measurement," Electronics Letters, vol. 46, no. 24, pp. 1604-1605, 2010. (SCI, EI) 
  2. Shaoyi Du, Nanning Zheng, Lei Xiong, Shihui Ying, and Jianru Xue, "Scaling Iterative Closest Point Algorithm for Registration of m-D Point Sets," Journal of Visual Communication and Image Representation, vol. 21, no. 5-6, pp. 442-452, 2010. (SCI, EI, 2015年被该刊列入Most Cited Articles
  3. Shaoyi Du, Nanning Zheng, Shihui Ying, and Jianyi Liu, "Affine Iterative Closest Point Algorithm for Point Set Registration," Pattern Recognition Letters, vol. 31, no. 9, pp. 791-799, 2010. (SCI, EI) 
  4. Lei Xiong, Nanning Zheng, Jianyi Liu, Shaoyi Du, and Yuehu Liu, "Eye Synthesis Using the Eye Curve Model," Image and Vision Computing, vol. 28, no. 3, pp. 329-342, 2010. (SCI, EI) 

2009

  1. Shihui Ying, Jigen Peng, Shaoyi Du, and Hong Qiao, "Lie Group Framework of Iterative Closest Point Algorithm for n-D Data Registration," International Journal of Pattern Recognition and Artificial Intelligence, vol. 23, no. 6, pp. 1201-1220, 2009. (SCI, EI) 
  2. Shihui Ying, Jigen Peng, Shaoyi Du, and Hong Qiao, "A Scale Stretch Method Based on ICP for 3D Data Registration," IEEE Transactions on Automation Science and Engineering, vol. 6, no. 3, pp. 559-565, 2009. (SCI, EI) 
  3. Lei Xiong, Nanning Zheng, Shaoyi Du, and Jianyi Liu, "Facial Expression Synthesis Based On Facial Component Model," International Journal of Pattern Recognition and Artificial Intelligence, vol. 23, no. 3, pp. 637-657, 2009. (SCI, EI) 

2008

  1. Nanning Zheng, Qubo You, Gaofeng Meng, Jihua Zhu, Shaoyi Du, and Jianyi Liu, "50 Years of Image Processing and Pattern Recognition in China," IEEE Intelligent Systems, vol. 23, no. 6, pp. 33-41, 2008. (SCI, EI) 
  2. Qubo You, Nanning Zheng, Ling Gao, Shaoyi Du, and Yang Wu, "Analysis of Solution for Supervised Graph Embedding," International Journal of Pattern Recognition and Artificial Intelligence, vol. 22, no. 7, pp. 1283-1299, 2008. (SCI, EI) 
  3. Shaoyi Du, Nanning Zheng, Gaofeng Meng, and Zejian Yuan, "Affine Registration of Point Sets Using ICP and ICA," IEEE Signal Processing Letters, vol. 15, pp. 689-692, 2008. (SCI, EI) 
  4. Gaofeng Meng, Nanning Zheng, Shaoyi Du, Yonghong Song, and Yuanlin Zhang, "Shading Extraction and Correction for Scanned Book Images," IEEE Signal Processing Letters, vol. 15, pp. 849-852, 2008. (SCI, EI) 
  5. Qubo You, Nanning Zheng, Ling Gao, Shaoyi Du, and Jianyi Liu, "Solution for Supervised Graph Embedding: A Case Study," Signal Processing, vol. 88, no. 9, pp. 2293-2301, 2008. (SCI, EI)
  6. 郑南宁, 游屈波, 孟高峰, 祝继华, 杜少毅, and 刘剑毅, "中国图像识别50年," 中国计算机学会通讯, vol. 4, no. 8, pp. 28-37, 2008. 

2007

  1. Qubo You, Nanning Zheng, Shaoyi Du, and Yang Wu, "Neighborhood Discriminant Projection for Face Recognition," Pattern Recognition Letters, vol. 28, no. 10, pp. 1156-1163, 2007. (SCI, EI) 

2006

  1. Shaoyi Du , Nanning Zheng, Qubo You, Yang Wu, Maojun Yuan, and Jingjun Wu, "Rotated Haar-Like Features for Face Detection with In-Plane Rotation," in VSMM, Springer LNCS, vol. 4270, pp. 128-137, 2006. (SCI, EI) 

Book

  1. Shaoyi Du and Nanning Zheng, "Image Point Set Registration: Modeling and Algorithms," in Pattern Recognition and Machine Vision – in Honor and Memory of Professor King-Sun Fu, P. S. P. Wang, Ed.: River Publishers, Chapters 27, pp. 417-434, 2010. 

Academic Service

Editor

  1. Topic Editor, Sensors, 2020.12.07–Today.
  2. Guest Editor, 模式识别与人工智能, “智能医疗及医学图像处理”专辑 [PDF], 2019.12.01–2021.04.01. 
  3. Guest Editor, Journal of the Operations Research Society of China, Special Issue on “Optimization Models and Algorithms in Artificial Intelligence” [PDF], 2018.03.19–2019.12.01.
  4. Guest Editor, Neural Processing Letters, Special Issue on “Neural Networks and Learning Methods for 3D Multimedia Semantic Analysis” [PDF], 2017.01.22–2018.12.01.
  5. Guest Editor, Multimedia Tools and Applications, Special Issue on “Computation and Visualization for 3D Data” [PDF], 2015.01.17–2017.02.01.