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Kechen Song(Associate professor)

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  • Supervisor of Doctorate Candidates  Supervisor of Master's Candidates
  • Name (English):Kechen Song
  • E-Mail:
  • Education Level:With Certificate of Graduation for Doctorate Study
  • Gender:Male
  • Degree:博士
  • Status:Employed
  • Alma Mater:东北大学
  • Teacher College:机械工程与自动化学院

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Current position: Home > PUBLICATIONS
  • PUBLICATIONS
  • Journal Papers(incomplete):


58.Hongkun Tian, Kechen Song, Song Li, Shuai Ma and Yunhui Yan. Light-weight Pixel-wise Generative Robot Grasping Detection Based on RGB-D Dense Fusion [J]. IEEE Transactions on Instrumentation and Measuremente2022, .(IF:5.332)   (paper) (videonew.gif

57. Jingpeng Wang, Kechen Song, Defu Zhang, Menghui Niu, Yunhui Yan. Collaborative Learning Attention Network Based on RGB Image and Depth Image for Surface Defect Inspection of No-Service Rail [J]. IEEE/ASME Transactions on Mechatronics2022 (IF:5.867)   (papernew.gif

56.Weiwei Xiao, Kechen Song, Jie Liu and Yunhui Yan.Graph Embedding and Optimal Transport for Few-Shot Classification of Metal Surface Defect [J]. IEEE Transactions on Instrumentation and Measuremente2022, 71,5010310.(IF:5.332)   (paper) (codenew.gif

55. Hongwen Dong, Kechen Song, Yanyan Wang, Yunhui Yan, Peng Jiang. Automatic Inspection and Evaluation System for Pavement Distress [J]. IEEE Transactions on Intelligent Transportation Systems2022(IF:9.551)   (papernew.gif

54. 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 Technology2022, 32(5),2949-2961.(IF:5.859)   (paper) (code)

53. 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 2022,18(3),1801-1810. (IF:11.648)   (paper)  (code (ESI highly cited, 7/2022)HighlyCitedPaper.png

52. 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 Technology2022,32(3),1366-1377.(IF:5.859)  (paper) (code)

51.Han Yu, Erfeng Shang, Xingjie Li, Huasheng Xie, Zhi Zhu, Zhaowei Song, Xiao Liang, Kechen Song, et al. Center-Guided and Connectivity-Preserving Network for Grain Size Measurement [J]. IEEE Transactions on Instrumentation and Measuremente2022, 71,5000810.(IF:5.332 (paper

50. 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 Informatics2021,17(3),2271-2281. (IF:11.648   (paper) (code)(RSDDS-113 dataset) (ESI highly cited, 7/2021)HighlyCitedPaper.png  Reported by 《Imaging & Machine Vision Europe

49. 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 Measuremente2021, 70, 5011111(IF:5.332   (paper) (code) (dataset)(ESI highly cited, 5/2022)HighlyCitedPaper.png

48. 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 Informatics2021,17(10),6731-6741. (IF:11.648   (paper)

47. 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 Measuremente2021, 70,5004309(IF:5.332   (paper) (code) (dataset)

46. 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 Measuremente2020,69(12),9709-9719. (IF:5.332   (paper)  (code)  (SD-saliency-900 database)

45. 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 Electronics2021,68(6),5068-5077. (IF:8.162)   (paper)

44. 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 Informatics2020,16(12),7448-7458. (IF:11.648   (paper) (NEU-Seg) (ESI highly cited, 7/2021-7/2022)HighlyCitedPaper.png

43. 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 Measuremente2020,69(4),1493-1504. (IF:5.332   (paper) (NEU-DET)  (Popular Articles, 12/2020-5/2022) (ESI highly cited, 12/2020-7/2022)HighlyCitedPaper.png(ESI Hot Paper,5/2022)ESI Hot Paper.png

42. Huiyu Liu,  Yunhui Yan, Kechen Song and Han Yu. SPS-Net:Self-attention Photometric Stereo Network [J]. IEEE Transactions on Instrumentation and Measuremente2021, 70, 5006213.(IF:5.332   (paper)

41. 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 Measuremente2021, 70,5000614. (IF:5.332   (paper)

40. Menghui Niu, Yanyan Wang,  Kechen Song, Qi Wang, Yongjie Zhao, Yunhui Yan. An Adaptive Pyramid Graph and Variation Residual-Based Anomaly Detection Network for Rail Surface Defects [J]. IEEE Transactions on Instrumentation and Measuremente2021,70,5020013(IF:5.332    (paper)

39. 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: 3.201) (paper) (code and datasets)

38. Yanyan Wang, Kechen Song,  Menghui Niu, Yanqi Bao, Hongwen Dong, Yunhui Yan. Unsupervised defect detection with patch-aware mutual reasoning network in image data [J]. Automation in Construction, 2022, 142, 104472.(IF:10.517) (paper

37. Jie Wang, Kechen Song,   Yanqi Bao, Yunhui Yan, Yahong Han. Unidirectional RGB-T salient object detection with intertwined driving of encoding and fusion [J]. Engineering Applications of Artificial Intelligence, 2022, 114, 105162.(IF:7.802) (paper

36. 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, 165, 108334.(IF:8.934) (paper) (code)

35. Shuai Ma, Kechen Song, Hongwen Dong, Hongkun Tian, Yunhui Yan. Modal Complementary Fusion Network for RGB-T Salient Object Detection [J]. Applied Intelligence, 2022, .(IF:5.019 (paper(code)

34. 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, 80, 103306. (IF:2.678) (paper)

33. 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:5.131)(paper)

32. 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:5.666) (paper)

31. 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: 3.453) (paper)

30. 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: 4.683) (paper)

29. 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:2.887) (paper)

28. 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:2.887) (paper)

27. 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 Engineering2020, 128, 106000.(IF:5.666) (paper)  (code)  (SD-saliency-900 database)

26. 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 Applications2020, 144, 113124. ( IF: 8.665)   (paper)

25. 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 Engineering2020, 126, 105936. (IF:5.666(paper)

24. 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)

23. 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]. Optik2019, 198: 163313. ( IF: 1.914)   (paper)

22. 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 Engineering2019, 122: 294-302. (IF:5.666)  (paper)

21. 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 Access2018, 6: 52899-52910. ( IF:3.367)   (paper)

20. Kechen Song, Bin Hou, Menghui Niu, Xin Wen, and Yunhui Yan. Flexible line-scan camera calibration method using a coded eight trigrams pattern [J]. Optics and Lasers in Engineering, 2018, 110: 296–307.(IF:5.666(paper)

19. Menghui Niu, Kechen Song, Xin Wen, Defu Zhang and Yunhui Yan. The Line Scan Camera Calibration Based on Space Rings Group [J]. IEEE Access2018, 6: 23711-23721. (  IF:3.367)   (paper)

18. Yongjie Zhao, Yunhui Yan,Kechen Song,and Haonan Li. Robust and automatic measurement of grinding-induced subsurface damage in optical glass K9 based on digital image processing [J]. Archives of Civil and Mechanical Engineering2018: 320-330. ( IF: 2.846) (paper)

17. Yongjie Zhao, Yunhui Yan,  Kechen Song,and Haonan Li. Intelligent assessment of subsurface cracks in optical glass generated in mechanical grinding process [J]. Advances in Engineering Software2018, 115: 17-25.  ( IF: 4.194) (paper)

16. Yongjie Zhao, Haonan Li,Kechen Song, and Yunhui Yan . In-situ and in-process monitoring of optical glass grinding process based on image processing technique [J]. The International Journal of Advanced Manufacturing Technology, 2017, 93(9-12): 3017-3031. IF:3.226) (paper)

15.  Xin Wen, Kechen Song, Menghui Niu, Zhipeng Dong and Yunhui Yan. 3D inspection technology combining passive stereo matching and active structured light for steel plate surface sample [J]. International Journal of Surface Science and Engineering, 2017, 11(4): 299-319.  ( IF: 1.178) (paper)

14. Xin Wen,  Kechen Song, Menghui Niu, Zhipeng Dong and Yunhui Yan. A three-dimensional inspection system for high temperature steel product surface sample height using stereo vision and blue encoded patterns [J]. Optik - International Journal for Light and Electron Optics2017, 130: 131-148. ( IF: 0.835) (paper)

13. Yongjie Zhao, Yunhui Yan, and Kechen Song. Vision-based automatic detection of steel surface defects in the cold rolling process: considering the influence of industrial liquids and surface textures [J]. The International Journal of Advanced Manufacturing Technology2017, 90(5): 1665-1678. ( IF: 3.226) (paper

12. Kechen Song, Shaopeng Hu, Xin Wen, and Yunhui Yan. Fast 3D shape measurement using Fourier transform profilometry without phase unwrapping [J]. Optics and Lasers in Engineering, 2016, 84:74-81. ( IF: 4.836) (paper

11. Kechen Song, Xin Wen, Yongjie Zhao, Zhipeng Dong and Yunhui Yan. Noise robust stereo matching using adjacent evaluation census transform and wavelet edge joint bilateral filter [J]. Journal of Visual Communication and Image Representation, 2016, 38:487-503. (2016 IF: 2.164) (paper) (website)

10. Kechen Song,  Yunhui Yan, Menghui Niu, Changsheng Liu. Effective stereo matching method with equicrural triangle census
tansform [J]. Journal of Computational Information Systems, 2015, 11(21):7769-7780.(
paper) (website)

9. Kechen Song, Yunhui Yan, Yongjie Zhao, Changsheng Liu. Adjacent evaluation of local binary pattern for texture classification [J]. Journal of Visual Communication and Image Representation, 2015, 33:323-339.(2016IF: 2.164)(paper)(website) (code)

8. Kechen Song, Shaopeng Hu, Yunhui Yan and Jun Li. Surface defect detection method using saliency linear scanning morphology for silicon steel strip under oil pollution interference[J]. ISIJ International, 2014, 54(11):2598-2607. ( IF: 1.110)(paper)(website) (code)

7. Kechen Song and Yunhui Yan. Micro surface defect detection method for silicon steel strip based on saliency convex active contour model[J].Mathematical Problems in Engineering, 2013, (IF: 0.802) (paper) (website) (code

6. Kechen Song, Shaopeng Hu and Yunhui Yan. Automatic Recognition of Surface Defects on Hot-Rolled Steel Strip Using Scattering Convolution Network [J].Journal of Computational Information Systems, 2014, 10(7):3049-3055 . (paper)

5. Kechen Song and Yunhui Yan. A noise robust method based on completed local binary patterns for hot-rolled steel strip surface defects [J].Applied Surface Science, 2013, 285: 858-864.  ( IF: 4.439) (paper) (database)

4. SONG Ke-Chen, YAN Yun-hui, CHEN Wen-Hui, ZHANG Xu. Research and Perspective on Local Binary Pattern[J].ACTA AUTOMATICA SINICA, 2013, 39(6): 730-744.(paper)

3. SONG Kechen, YAN Yunhui, PENG Yishu, DONG Dewei. Convex Active Contour Segmentation Model of Strip Steel Defects Image Based on Local Information[J].JOURNAL OF MECHANICAL ENGINEERING,2012,48(20):1-7. (paper) (Chinese)

2. SONG Kechen, YAN Yunhui,WANG Zhan, HU Changfa. Research on segmentation method for silicon steel surface defect based on structure tensor and active contour[J].Computer Engineering and Applications,2012,48(32):224-228.(paper) (Chinese)

1. Yan Yunhui, Song Kechen, Peng Yishu, Li Jun.Research on Strip Steel Surface Defect Image Fusion Rule Based on Local Variance Dissimilarity[J].Journal of Northeastern University :Natural Science,2011,32(1):121-124.(paper)(Chinese)

  • Conference Papers(incomplete):

1. Kechen Song, Yunhui Yan. Neighborhood Estimated Local Binary Patterns for Texture Classification[C]. 2013 International Conference on Advances in Industrial Control, Electronics and Computer Engineering (AICECE2013). Volume2:346-349.
2. Yan Yunhui , 
Song Kechen, Xing Zhitao , Feng Xuehui. The strip steel surface defects classification method based on weak classifier adaptive enhancement[C]. 3rd International Conference on Measuring Technology and Mechatronics Automation, (ICMTMA 2011). Volume3:958-961.
3. Xin Wen, Kechen Song, Zhipeng Dong and Yunhui Yan. Three-Dimensional Complex Shape Measurement Using Heterodyne Principle with Binocular Stereo Vision [C]. International Conference on Mechanical Engineering and Control Automation (ICMECA), Wuhan, China, 2016, 573-579.( CPCI, WOS: 000390841600093)
4. Zhan Wang, Yun-hui Yan, De-wei Dong, 
Ke-chen Song. Texture Segmentation of Natural Images Based on active contour Model[C]. 2012 International Symposium on Electronic Engineering and Information Processing (ISEEIP 2012).

5. Huiyu Liu, Yunhui Yan, Kechen Song, Howard Chen. Optical challenging feature inline measurement system based on photometric stereo and HON feature extractor[C]. Optical Micro-and Nanometrology VII. Vol. 10678. International Society for Optics and Photonics, 2018.

6. Xin Wen, Kechen Song. Three-dimensional shape information acquisition using binocular stereo vision for reflective steel plate[C]. The 3rd International Conference on Graphics and Signal Processing (ICGSP 2019), Hong Kong, 2019, 82-85.( EI:20193507365042)