Jifeng Shen

Jifeng Shen

PhD, an Associate Professor at Jiangsu University, specializing in pattern recognition, computer vision, and machine learning.

Publications

Journal Papers

  1. IRDFusion: Iterative Relation-Map Difference guided Feature Fusion for Multispectral Object Detection.
    Jifeng Shen*, Haibo Zhan, Xin Zuo, Heng Fan, Xiaohui Yuan, Jun Li, Wankou Yang.
    Pattern Recognition, minor revision, 2026.(SCI JCR Q1)code
  2. Multispectral State-Space Feature Fusion: Bridging Shared and Cross-Parametric Interactions for Object Detection.
    Jifeng Shen*, Haibo Zhan, Shaohua Dong, Xin Zuo, Wankou Yang, Haibin Ling.
    Information Fusion, 127(2026), 103895.(SCI JCR Q1) code
  3. ICAFusion: Iterative Cross-Attention Guided Feature Fusion for Multispectral Object Detection.
    Jifeng Shen*, Yifei Chen, Yue Liu, Xin Zuo, Heng Fan, Wankou Yang.
    Pattern Recognition, 2024, 145: 109913. (SCI JCR Q1)🏆🔥 code
  4. SSPNet: Scale and Spatial Priors Guided Generalizable and Interpretable Pedestrian Attribute Recognition.
    Jifeng Shen*, Teng Guo, Xin Zuo, Heng Fan, Wankou Yang.
    Pattern Recognition, 2024, 148: 110194. (SCI JCR Q1) code
  5. Mask-guided Explicit Feature Modulation for Multispectral Pedestrian Detection.
    Jifeng Shen*, Yue Liu, Yifei Chen, Xin Zuo, Jun Li, Wankou Yang.
    Computers and Electrical Engineering, 2022, 103: 108385. (SCI JCR Q2)
  6. Differential Features for Pedestrian Detection: A Taylor Series Perspective.
    Jifeng Shen*, Xin Zuo, Wankou Yang, Danil Prokhorov, Xue Mei, Haibin Ling.
    IEEE Transactions on Intelligent Transportation Systems, 2019, 20(8): 2913-2922. (SCI JCR Q1)
  7. Pedestrian Proposal and Refining Based on the Shared Pixel Differential Feature.
    Jifeng Shen*, Xin Zuo, Lei Zhu, Jun Li, Wankou Yang, Haibin Ling.
    IEEE Transactions on Intelligent Transportation Systems, 2019, 20(6): 2085-2095. (SCI JCR Q1)
  8. A Novel Pixel Neighborhood Differential Statistic Feature for Pedestrian and Face Detection.
    Jifeng Shen*, Xin Zuo, Jun Li, Wankou Yang, Haibin Ling.
    Pattern Recognition, 2017, 63: 127–138. (SCI JCR Q1)
  9. Learning Discriminative Features Based on Data Distribution and Shape Statistics for Pedestrian Detection.
    Jifeng Shen*, Xin Zuo, Wankou Yang, Hualong Yu, Guohai Liu.
    Neurocomputing, 2016, 184: 66–77. (SCI JCR Q1)
  10. Supervised Local High-order Differential Channel Feature Learning for Pedestrian Detection.
    Jifeng Shen*, Xin Zuo, Haoran Wang, Wankou Yang.
    Neural Processing Letters, 2017, 45(3): 1025–1037. (SCI JCR Q2)
  11. Real-Time Human Detection Based on Gentle MILBoost with Variable Granularity HOG-CSLBP.
    Jifeng Shen*, Changyin Sun, Wankou Yang, Zhongxi Sun.
    Neural Computing & Applications, 2013, 23(7-8): 1937-1948. (SCI JCR Q1)
  12. A Novel Distribution-Based Feature for Rapid Object Detection.
    Jifeng Shen*, Changyin Sun, Wankou Yang, Zhenyu Wang, Zhongxi Sun.
    Neurocomputing, 2011, 74(17): 2767–2779. (SCI JCR Q1)
  13. Action Unit Detection and Key Frame Selection for Human Activity Prediction.
    Haoran Wang, Chunfeng Yuan, Jifeng Shen, Wankou Yang, Haibin Ling.
    Neurocomputing, 2018, 318: 109-119. (SCI JCR Q1)
  14. Fast Pedestrian Detection Based on the Selective Window Differential Filter.
    Xin Zuo, Jifeng Shen*, Hualong Yu, Dan Xu, Chengshan Qian, Yongwei Shan.
    Neural Processing Letters, 2018, 48(1): 403-417. (SCI JCR Q2)
  15. Building and Climbing Based Visual Navigation Framework for Self-Driving Cars.
    Chengshan Qian, Xinfeng Shen, Yonghong Zhang, Qing Yang, Jifeng Shen, Haiwei Zhu.
    Mobile Networks and Applications, 2017, 23(3): 624-638. (SCI JCR Q1)
  16. Learning Compact Binary Code Based on Heterogeneous Features.
    Xin Zuo, Limin Luo, Jifeng Shen, Hualong Yu.
    Journal of Southeast University (Natural Science Edition), 2013. (EI)
  17. Feature Extraction Using 2DIFDA with Fuzzy Membership.
    Zhongxi Sun, Changyin Sun, Wankou Yang, Jifeng Shen.
    Soft Computing, 2012, 16(10): 1783-1793. (SCI JCR Q2)
  18. ODOC-ELM: Optimal Decision Outputs Compensation-based Extreme Learning Machine for Classifying Imbalanced Data.
    Hualong Yu, Changyin Sun, Xibei Yang, Wankou Yang, Jifeng Shen.
    Knowledge-Based Systems, 2016, 92: 55-70. (SCI JCR Q2)
  19. Nondestructive Identification of Green Tea Varieties Based on Hyperspectral Imaging Technology.
    Jun Sun, Kai Tang, Xiaohong Wu, Chunxia Dai, Yong Chen, Jifeng Shen.
    Journal of Food Process Engineering, 2018, 41(5). (SCI)
  20. Detection of Key Organs in Tomato Based on Deep Migration Learning in a Complex Background.
    Jun Sun, Xiaofei He, Xiao Ge, Xiaohong Wu, Jifeng Shen, Yingying Song.
    Agriculture, 2018, 8(12): 196-211. (SCI)
  21. Recognition of Crop Seedlings and Weeds Based on Dilated Convolution and Global Pooling in CNN.
    Jun Sun, Xiaofei He, Wenjun Tan, Xiaohong Wu, Jifeng Shen, Hu Lu.
    Transactions of the Chinese Society of Agricultural Engineering, 2018, 34(11): 159-165. (SCI)
  22. Research and Analysis of Cadmium Residue in Tomato Leaves Based on WT-LSSVR and Vis-NIR Hyperspectral Imaging.
    Jun Sun, Xin Zhou, Xiaohong Wu, Bing Lu, Chunxia Dai, Jifeng Shen.
    Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2019, 212: 215-221. (SCI)
  23. Quantitative Detection of Moisture Content in Rice Seeds Based on Hyperspectral Technique.
    Bing Lu, Jun Sun, Ning Yang, Xiaohong Wu, Xin Zhou, Jifeng Shen.
    Journal of Food Process Engineering, 2018, 41(5). (SCI)
  24. Classifying Cracks at Sub-Class Level in Closed Circuit Television Sewer Inspection Videos.
    Xin Zuo, Bin Dai, Yongwei Shan*, Jifeng Shen*, Chunlong Hu, Shucheng Huang.
    Automation in Construction, 2020, 118: 103289. (SCI JCR Q1)
  25. Research on Nondestructive Identification of Grape Varieties Based on EEMD-DWT and Hyperspectral Image.
    Min Xu, Jun Sun, Xin Zhou, Ningqiu Tang, Jifeng Shen, Xiaohong Wu.
    Journal of Food Science, 2021, 86(5): 2011-2023. (SCI Q2)
  26. Apple Leaf Disease Recognition and Sub-Class Categorization Based on Improved Multi-Scale Feature Fusion Network.
    Yuanqiu Luo, Jun Sun, Jifeng Shen, Xiaohong Wu, Long Wang, Weidong Zhu.
    IEEE Access, 2021, 9: 95517-95527. (SCI Q1)
  27. Beet Seedling and Weed Recognition Based on Convolutional Neural Network and Multi-Modality Images.
    Jun Sun, Kaifeng Yang, Xiaofei He, Yuanqiu Luo, Xiaohong Wu, Jifeng Shen.
    Multimedia Tools and Applications, 2022, 81(4): 5239-5258. (SCI Q2)
  28. Developing Deep Learning-Based Regression Approaches for Prediction of Firmness and pH in Kyoho Grape Using Vis/NIR Hyperspectral Imaging.
    Min Xu, Jun Sun, Kunshan Yao, Qiang Cai, Jifeng Shen, Yan Tian, Xin Zhou.
    Infrared Physics & Technology, 2022, 120: 104003. (SCI Q2)
  29. Wheat Head Counting in the Wild by an Augmented Feature Pyramid Networks-Based Convolutional Neural Network.
    Jun Sun, Kaifeng Yang, Chen Chen, Jifeng Shen, Yu Yang, Xiaohong Wu, Tomas Norton.
    Computers and Electronics in Agriculture, 2022, 193: 106705. (SCI Q1)
  30. LGADet: Lightweight Anchor-Free Multispectral Pedestrian Detection with Mixed Local and Global Attention.
    Xin Zuo, Zhi Wang, Jifeng Shen*, Haoran Wang.
    Neural Processing Letters, 2023, 55(3): 2935–2952. (SCI JCR Q2)
  31. Improving Multispectral Pedestrian Detection with Scale-Aware Permutation Attention and Adjacent Feature Aggregation.
    Xin Zuo, Zhi Wang, Jifeng Shen*, Wankou Yang.
    IET Computer Vision, 2023, 17(7): 726-738. (SCI JCR Q2)
  32. Multi-Granularity Feature Aggregation with Self-Attention and Spatial Reasoning for Fine-Grained Crop Disease Classification.
    Xin Zuo, Jiao Chu, Jifeng Shen*, Jun Sun.
    Agriculture, 2022, 12(9): 1499. (SCI)
  33. Identifying Field Crop Diseases Using Transformer-Embedded Convolutional Neural Network.
    Weidong Zhu, Jun Sun, Simin Wang, Jifeng Shen, Kaifeng Yang, Xin Zhou.
    Agriculture, 2022, 12(8): 108. (SCI)
  34. Segmentation and Recognition of Field Sweet Pepper Based on Improved Self-Attention Convolutional Neural Networks.
    Weidong Zhu, Jun Sun, Simin Wang, Kaifeng Yang, Jifeng Shen, Xin Zhou.
    Multimedia Systems, 2022. (SCI)
  35. EfficientFace: An Efficient Deep Network with Feature Enhancement for Accurate Face Detection.
    Guangtao Wang, Jun Li, Zhijian Wu, Jianhua Xu, Jifeng Shen, Wankou Yang.
    Multimedia Systems, 2023, 29: 2825–2839. (SCI)
  36. Mask-Guided Attention for Sub-Category Level Sewer Pipe Crack Classification.
    Xin Zuo, Beier Ma, Jifeng Shen, Yongwei Shan, Hossein Khaleghia.
    Journal of Pipeline Systems Engineering and Practice, 2023, 15(1): 04023044. (SCI)
  37. PARDet: Dynamic Point Set Alignment for Rotated Object Detection.
    Yihao Xu, Jifeng Shen, Ming Dai, Wankou Yang.
    Pattern Recognition, 2024, 110534. (SCI JCR Q1) code
  38. Multi-Label Sewer Pipe Defect Recognition with Mask Attention Feature Enhancement and Label Correlation Learning.
    Xin Zuo, Yu Sheng, Jifeng Shen, Yongwei Shan.
    Journal of Computing in Civil Engineering, 2025, 39(1): 04024050. (SCI JCR Q1) code
  39. Learnable Cross-Scale Sparse Attention Guided Feature Fusion for UAV Object Detection.
    Xin Zuo, Chenhui Qi, Yifei Chen, Jifeng Shen*, Heng Fan and Wankou Yang.
    IEEE Access, vol 12, pp. 114212-114226, 2024. code
  40. CrackMamba: Topology-aware Mamba for Crack Segmentation in Structures.
    Xin Zuo, Yu Sheng, Jifeng Shen*, Yongwei Shan*.
    Automation in Construction, 168(2024), 105845, 2024. (SCI JCR Q1) code
  41. Identification of Tea Varieties Based on Low-Rank Autoencoder and Hyperspectral Image.
    基于低秩自动编码器及高光谱图像的茶叶品种鉴别.(In Chinese)
    Jun Sun, Haitao Jin, Xiaohong Wu, Hu Lu, Jifeng Shen, Chunxia Dai.
    Transactions of the Chinese Society for Agricultural Machinery, 49(8): 316-323, 2018.
  42. Recognition of Crop Seedlings and Weeds Based on Convolutional Neural Network with Dilated Convolution and Global Pooling.
    空洞卷积结合全局池化的卷积神经网络识别作物幼苗与杂草.(In Chinese)
    Jun Sun, Xiaofei He, Wenjun Tan, Xiaohong Wu, Jifeng Shen, Hu Lu.
    Transactions of the Chinese Society of Agricultural Engineering, 34(11): 159-165, 2018.
  43. Multi-view Face Detection Based on Multi-channel Image Discriminant Projection and HAAR Features.
    基于多通道图判别投影HAAR特征的多视角人脸检测.(In Chinese)
    Jifeng Shen*, Shiwei Shi, Xin Zuo, Dan Xu.
    Journal of Data Acquisition and Processing, 33(2): 270-279, 2018.
  44. Anchor-Free Multispectral Pedestrian Detection Algorithm Based on Differential Feature Attention Mechanism.
    基于差分特征注意力机制的无锚框多光谱行人检测算法.(In Chinese)
    Jifeng Shen*, Yue Liu, Hao Wei, Xin Zuo, Wankou Yang.
    Journal of Intelligent Science and Technology, 3(3): 294-303, 2021.
  45. Recognition of Crop Leaf Diseases Based on Feature-Level and Decision-Level Fusion.
    基于特征级与决策级融合的农作物叶片病害识别.(In Chinese)
    Ziheng Wang, Jifeng Shen*, Xin Zuo, Xiaohong Wu, Jun Sun.
    Journal of Jiangsu University (Natural Science Edition), 45(3): 286-294, 2024.
  46. Pedestrian Detection Method for Complex Scenes Based on Dual Keypoint Combination.
    基于双关键点组合的复杂场景行人检测方法.(In Chinese)
    Changbao Sheng, Jifeng Shen*, Yifei Chen, Xin Zuo, Wankou Yang.
    Journal of Jiangsu University (Natural Science Edition), 46(2):140-148, 2025.
  47. Improving underwater semantic segmentation with underwater image quality attention and muti-scale aggregation attention.
    Xin Zuo, Jiaran Jiang, Jifeng Shen*, Wankou Yang.
    Pattern Analysis and Applications, (2025)28:80, 2025.code.
  48. Near-infrared spectroscopy coupled with machine learning algorithms based on L1-norm and L21-norm to identify the geographical origins of Chinese wolfberry. Xiao Zhu, Xiaohong Wu, Jifeng Shen, Jun Sun, Bin Wu.
    Food Chemistry, 493(2), 2025, 145863.
  49. SFFR: Spatial-Frequency Feature Reconstruction for Multispectral Aerial Object Detection.
    Xin Zuo, Chenyu Qu, Haibo Zhan, Jifeng Shen* and Wankou Yang.
    IEEE Transactions on Geoscience and Remote Sensing, 63(2025), 5408611.code

Conference Papers

  1. Training a Lightweight CNN Model for Fine-Grained Sewer Pipe Cracks Classification Based on Knowledge Distillation.
    Beier Ma, Xin Zuo, Jifeng Shen, Xin Shu, Shucheng Huang, Yuanhao Li.
    5th International Conference on Pattern Recognition and Artificial Intelligence (PRAI), 2022, pp. 426-431. (EI)
  2. Feature Fusion with Slim Non-Local Module for Multispectral Pedestrian Detection.
    Yue Liu, Jifeng Shen, Xin Zuo, Wankou Yang.
    Chinese Control and Decision Conference, 2022, pp. 594-599. (EI)
  3. Spatial and Channel-wise Attention in Multimodality Feature Fusion for Multispectral Pedestrian Detection.
    Hao Wei, Jifeng Shen, Xin Zuo, Wankou Yang.
    International Conference on Internet of Things and Intelligent Applications (ITIA), 2020, pp. 1-5. (EI)
  4. Fast Monocular Vision Based Vehicle Distance Measurement by License Plate Localization.
    Yaoye Song, Guohai Liu, Yonggui He, Jifeng Shen.
    Chinese Automation Congress, 2018, pp. 2774-2779. (EI)
  5. Using LFDA to Learn Subset-Haar-Like Intermediate Feature Weights for Pedestrian Detection.
    Kai Zang, Jifeng Shen, Wankou Yang.
    International Conference on Intelligent Science and Big Data Engineering, 2017, pp. 215-230. (EI)
  6. A Novel Discriminative Weighted Pooling Feature for Multi-View Face Detection.
    Shiwei Shi, Jifeng Shen, Xin Zuo, Wankou Yang.
    Chinese Conference on Pattern Recognition, 2016, pp. 437-448. (EI)
  7. Local Dual-Cross Ternary Pattern for Feature Representation.
    Peng Zhou, Yucong Peng, Jifeng Shen, Baochang Zhang, Wankou Yang.
    Chinese Conference on Biometric Recognition, 2016, pp. 600-608. (EI)
  8. Understanding Software Reengineering Requirements for Cloud-Oriented Service Architecture.
    Shang Zheng, Xin Zuo, Hualong Yu, Hongji Yang, Jifeng Shen.
    International Conference on Automation and Computing, 2016, pp. 48-53. (EI)
  9. Fast Human Detection Based on Multiple Channel Maps.
    Xin Zuo, Jifeng Shen, Hualong Yu, Yuanyuan Dan.
    Advances in Neural Networks – ISNN, 2015, pp. 240-247. (EI)
  10. Real-Time Human Detection Based on Optimized Integrated Channel Features.
    Jifeng Shen, Xin Zuo, Wankou Yang, Guohai Liu.
    Chinese Conference on Pattern Recognition, 2014, pp. 286-295. (EI)
  11. Ensemble Harr and MB-LBP Features for License Plate Detection.
    Qiuping Pan, Jifeng Shen, Wankou Yang, Changyin Sun.
    IScIDE, 2012, pp. 223-230. (EI)
  12. Fast Human Detection Based on Enhanced Variable Size HOG Features.
    Jifeng Shen, Changyin Sun, Wankou Yang, Zhongxi Sun.
    8th International Symposium on Neural Networks, 2011, pp. 342-349. (EI)
  13. Learning Discriminative Features Based on Distribution.
    Jifeng Shen, Wankou Yang, Changyin Sun.
    International Conference on Pattern Recognition, 2010, pp. 1401-1404. (Oral) (EI)
  14. A Novel Distribution-Based Features for Face Detection.
    Jifeng Shen, Wankou Yang, Changyin Sun, Zhongxi Sun.
    Chinese Conference on Pattern Recognition, 2010, pp. 1-7. (EI)
  15. Face Recognition Using DT-CWT Feature Based 2DPCA.
    Zhongxi Sun, Wankou Yang, Changyin Sun, Jifeng Shen.
    Chinese Conference on Pattern Recognition, 2010. (EI)
  16. Improving the Algorithm of Temporal Relation Propagation.
    Jifeng Shen, Dan Xu, Tongming Liu.
    Proceedings of SPIE, 2005. (EI)