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个人简介

教育经历 2011.9 -- 2014.7 东北大学 机械设计及理论 研究生(博士)毕业 工学博士 硕博连读 2009.9 -- 2011.7 东北大学 机械设计及理论 研究生(硕士)毕业 工学硕士 推荐免试 2005.9 -- 2009.7 东北大学 机械工程其他专业 本科 学士学位 工作经历 2018.9 -- 2019.9 英国拉夫堡大学 计算机科学学院 访问学者 2019.1 -- 至今 东北大学 机械工程与自动化学院 副教授 2014.7 -- 2018.12 东北大学 机械工程与自动化学院 讲师 2014.7 -- 2017.7 东北大学 材料科学与工程专业 博士后

研究领域

机器视觉检测与智能识别 机器人视觉分析与处理系统 三维曲面视觉测量与应用

近期论文

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Yanqi Bao, Kechen Song, Jie Liu, Yanyan Wang, Yunhui Yan, Han Yu, Xingjie Li. Triplet- Graph Reasoning Network for Few-shot Metal Generic Surface Defect Segmentation [J].IEEE Transactions on Instrumentation and Measuremente, 2021, 70, 5011111(IF:4.016) (paper) (code) (dataset)new.gif Hongwen Dong, Kechen Song, Yanyan Wang, Yunhui Yan, Peng Jiang. Automatic Inspection and Evaluation System for Pavement Distress [J]. IEEE Transactions on Intelligent Transportation Systems, 2021(IF:6.492) (paper) new.gif Jie Wang, Kechen Song, Yanqi Bao, Liming Huang, Yunhui Yan. CGFNet: Cross-Guided Fusion Network for RGB-T Salient Object Detection [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2021(IF:4.685) (paper) (code)new.gif Menghui Niu, Kechen Song, Liming Huang, Qi Wang, Yunhui Yan, Qinggang Meng. Unsupervised Saliency Detection of Rail Surface Defects using Stereoscopic Images [J]. IEEE Transactions on Industrial Informatics, 2021,17(3),2271-2281. (IF:10.215) (paper) (code)(RSDDS-113 dataset) (ESI highly cited, 7/2021)HighlyCitedPaper.png Hongwen Dong, Kechen Song, Qi Wang, Yunhui Yan, Peng Jiang . Deep metric learning-based for multi-target few-shot pavement distress classification [J]. IEEE Transactions on Industrial Informatics, 2021. (IF:10.215) (paper) (code) Defu Zhang, Kechen Song, Qi Wang, Yu He, Xin Wen, Yunhui Yan. Two Deep Learning Networks for Rail Surface Defect Inspection of Limited Samples with Line-Level Label [J]. IEEE Transactions on Industrial Informatics, 2021,17(10),6731-6741. ( IF:10.215) (paper) Liming Huang, Kechen Song, Jie Wang, Menghui Niu, Yunhui Yan. Multi-graph Fusion and Learning for RGBT Image Saliency Detection [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2021( IF:4.685) (paper) (code) Defu Zhang, Kechen Song, Jing Xu, Yu He, Menghui Niu, Yunhui Yan. MCnet: Multiple Context Information Segmentation Network of No-service Rail Surface Defects [J]. IEEE Transactions on Instrumentation and Measuremente, 2021, 70,5004309( IF:4.016) (paper) (code) (dataset) Guorong Song, Kechen Song and Yunhui Yan. EDRNet: Encoder-Decoder Residual Network for Salient Object Detection of Strip Steel Surface Defects [J]. IEEE Transactions on Instrumentation and Measuremente, 2020,69(12),9709-9719. ( IF:4.016) (paper) (code) (SD-saliency-900 database) Jing Xu, Kechen Song, Defu Zhang, Hongwen Dong, Yunhui Yan, Qinggang Meng. Informed Anytime Fast Marching Tree for Asymptotically-Optimal Motion Planning [J]. IEEE Transactions on Industrial Electronics, 2021,68(6),5068-5077. (IF:8.236) (paper) Hongwen Dong, Kechen Song, Yu He, Jing Xu, Yunhui Yan, Qinggang Meng. PGA-Net: Pyramid Feature Fusion and Global Context Attention Network for Automated Surface Defect Detection [J]. IEEE Transactions on Industrial Informatics, 2020,16(12),7448-7458. (IF:10.215) (paper) (NEU-Seg) (ESI highly cited, 7/2021-9/2021)HighlyCitedPaper.png Yu He, Kechen Song, Qinggang Meng and Yunhui Yan. An End-to-end Steel Surface Defect Detection Approach via Fusing Multiple Hierarchical Features [J]. IEEE Transactions on Instrumentation and Measuremente, 2020,69(4),1493-1504. (IF:4.016) (paper) (NEU-DET) (Popular Articles, 12/2020-9/2021) (ESI highly cited, 12/2020-9/2021)HighlyCitedPaper.png Huiyu Liu, Yunhui Yan, Kechen Song and Han Yu. SPS-Net:Self-attention Photometric Stereo Network [J]. IEEE Transactions on Instrumentation and Measuremente, 2021, 70, 5006213.(IF:4.016) (paper) Huiyu Liu, Yunhui Yan, Kechen Song, Hao Chen and Han Yu. Efficient Optical Measurement of Welding Studs with Normal Maps and Convolutional Neural Network [J]. IEEE Transactions on Instrumentation and Measuremente, 2021, 70,5000614. ( IF:4.016) (paper) Liming Huang, Kechen Song, Aojun Gong, Chuang Liu, Yunhui Yan. RGB-T Saliency Detection via Low-rank Tensor Learning and Unified Collaborative Ranking [J]. IEEE Signal Processing Letters, 2020, 27,1585-1589. (IF: 3.109) (paper) (code and datasets) Defu Zhang, Kechen Song, Jing Xu, Hongwen Dong, Yunhui Yan. An image-level weakly supervised segmentation method for No-service rail surface defect with size prior [J]. Mechanical Systems and Signal Processing, 2022.(IF:6.823) (paper) (code) Yanqi Bao, Kechen Song, Jie Wang, Liming Huang, Hongwen Dong, Yunhui Yan. Visible and Thermal Images Fusion Architecture for Few-shot Semantic Segmentation [J]. Journal of Visual Communication and Image Representation, 2021. (IF:2.678) (paper) Yanyan Wang, Kechen Song, Jie Liu, Hongwen Dong, Yunhui Yan, Peng Jiang. RENet: Rectangular Convolution Pyramid and Edge Enhancement Network for Salient Object Detection of Pavement Cracks [J]. Measurement, 2021, 170, 108698. (IF:3.927)(paper) Jie Liu, Kechen Song, Mingzheng Feng, Yunhui Yan, Zhibiao Tu, Liu Zhu. Semi-supervised anomaly detection with dual prototypes autoencoder for industrial surface inspection [J]. Optics and Lasers in Engineering, 2021, 136, 106324. (IF:4.836) (paper) (code and datasets) Jie Liu, Kechen Song, Yu He, Hongwen Dong, Yunhui Yan, Qinggang Meng. Learning object-centric complementary features for zero-shot learning [J]. Signal Processing: Image Communication, 2020, 89, 115974.(IF: 3.256) (paper) Han Yu, Xingjie Li, Kechen Song, Erfeng Shang, Huiyu Liu, Yunhui Yan. Adaptive depth and receptive field selection network for defect semantic segmentation on castings X-rays [J]. NDT & E International, 2020, 116, 102345.(IF: 3.739) (paper) Mingzheng Feng, Kechen Song, Yanyan Wang, Jie Liu, Yunhui Yan. Learning Discriminative Update Adaptive Spatial-Temporal Regularized Correlation Filter for RGB-T Tracking [J]. Journal of Visual Communication and Image Representation, 2020, 72, 102881. (IF:2.678) (paper) Bingyang Guo, Kechen Song, Hongwen Dong, Yunhui Yan, Zhibiao Tu, Liu Zhu. NERNet: Noise estimation and removal network for image denoising [J]. Journal of Visual Communication and Image Representation, 2020, 71, 102851. (IF:2.678) (paper) Guorong Song, Kechen Song and Yunhui Yan. Saliency detection for strip steel surface defects using multiple constraints and improved texture features [J]. Optics and Lasers in Engineering, 2020, 128, 106000. (IF:4.836) (paper) (code) (SD-saliency-900 database) Jing Xu, Kechen Song, Hongwen Dong, Yunhui Yan. A batch informed sampling-based algorithm for fast anytime asymptotically-optimal motion planning in cluttered environments [J]. Expert Systems with Applications, 2020, 144, 113124. ( IF: 6.954) (paper) Defu Zhang, Kechen Song, Jing Xu, Yu He and Yunhui Yan. Unified Detection Method of Aluminium Profile Surface Defects: Common and Rare Defect Categories [J]. Optics and Lasers in Engineering, 2020, 126, 105936. ( IF:4.836) (paper) Yongjie Zhao, Dongtai Liang, Kechen Song, Yunhui Yan, and Haonan Li . Automatic measurement of grinding-induced white layer in titanium alloys based on image processing technique [J]. The International Journal of Advanced Manufacturing Technology, 2019,109:1483-1496. ( IF: 3.226) (paper) Xin Wen, Kechen Song, Liming Huang, Menghui Niu and Yunhui Yan. Complex surface ROI detection for steel plate fusing the gray image and 3D depth information[J]. Optik, 2019, 198: 163313. ( IF: 1.914) (paper) Yu He, Kechen Song, Hongwen Dong and Yunhui Yan. Semi-supervised Defect Classification of Steel Surface Based on Multi-training and Generative Adversarial Network [J]. Optics and Lasers in Engineering, 2019, 122: 294-302. (IF:4.836) (paper) Jing Xu, Kechen Song, Yu He, Zhipeng Dong and Yunhui Yan. Inverse Kinematics for 6-DOF Serial Manipulators with Offset or Reduced Wrists via a Hierarchical Iterative Algorithm [J]. IEEE Access, 2018, 6: 52899-52910. ( IF:3.367) (paper)

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