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Songcan Chen

College of Computer Science and Technology

55H-index
424Paper Count
1.4WCitation Count
Published Papers 150
Publication Date
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Guidance Not Obstruction: A Conjugate Consistent Enhanced Strategy for Domain Generalization
errMachine Learning
IF2.9
err2026-05-23
err0
PREAI
errMeng Cao; Songcan Chen
errShare
errSave
Embracing the Power of Known Class Bias in Open Set Recognition From a Reconstruction Perspective
errIEEE Transactions on Image Processing
IF13.7
err2026-01-01
err0
PREAI
errHeyang Sun; Chuanxing Geng; Songcan Chen
errShare
errSave
A simple yet lightweight module for enhancing domain generalization through relative representation
errPattern Recognition
IF7.6
err2025-09-15
err0
PREAI
errMeng Cao; Songcan Chen
errShare
errSave
All-Around Neural Collapse for Imbalanced Classification
errIEEE Transactions on Knowledge and Data Engineering
IF10.4
err2025-08-01
err0
errOAAI
errEnhao Zhang; Chaohua Li; Chuanxing Geng; Songcan Chen
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errSave
Class-aware Universum Inspired re-balance learning for long-tailed recognition
errPATTERN RECOGNITION
IF7.6
err2025-05-01
err0
errOAAI
errZhang, Enhao; Geng, Chuanxing; Chen, Songcan
errShare
errSave
Topology reorganized graph contrastive learning with mitigating semantic drift
errPATTERN RECOGNITION
IF7.6
err2025-03-01
err0
PREAI
errZhang, Jiaqiang; Chen, Songcan
errShare
errSave
Dual-Correction-Adaptation Network for Noisy Knowledge Transfer
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2025-01-01
err0
errOAAI
errWang, Yunyun; Zheng, Weiwen; Li, Qinghao; Chen, Songcan
errShare
errSave
Handling Noisy Annotation for Remote Sensing Semantic Segmentation via Boundary-Aware Knowledge Distillation
errIEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
IF8.6
err2025-01-01
err0
PREAI
errSun, Yue; Liang, Dong; Li, Shao-Yuan; Chen, Songcan; Huang, Sheng-Jun
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errSave
Robust domain adaptation with noisy and shifted label distribution
errFRONTIERS OF COMPUTER SCIENCE
IF4.6
err2024-11-20
err1
PREAI
errLi, Shao-Yuan; Zhao, Shi-Ji; Cao, Zheng-Tao; Huang, Sheng-Jun; Chen, Songcan
errShare
errSave
KD-Crowd: a knowledge distillation framework for learning from crowds
errFRONTIERS OF COMPUTER SCIENCE
IF4.6
err2024-11-11
err2
PREAI
errLi, Shaoyuan; Zheng, Yuxiang; Shi, Ye; Huang, Shengjun; Chen, Songcan
errShare
errSave
UNM: A Universal Approach for Noisy Multi-Label Learning
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2024-09-01
err0
PREAI
errChen, Jia-Yao; Li, Shao-Yuan; Huang, Sheng-Jun; Chen, Songcan; Wang, Lei; Xie, Ming-Kun
errShare
errSave
Relative difficulty distillation for semantic segmentation
errSCIENCE CHINA-INFORMATION SCIENCES
IF7.6
err2024-08-20
err0
PREAI
errLiang, Dong; Sun, Yue; Du, Yun; Chen, Songcan; Huang, Sheng-Jun
errShare
errSave
Contrastive Prototype-Guided Generation for Generalized Zero-Shot Learning
errNEURAL NETWORKS
IF6.3
err2024-08-01
err2
PREAI
errWang, Yunyun; Mao, Jian; Guo, Chenguang; Chen, Songcan
errShare
errSave
PIE: Physics-Inspired Low-Light Enhancement
errINTERNATIONAL JOURNAL OF COMPUTER VISION
IF9.3
err2024-04-25
err1
PREAI
errLiang, Dong; Xu, Zhengyan; Li, Ling; Wei, Mingqiang; Chen, Songcan
errShare
errSave
Unsupervised Multitarget Domain Adaptation With Dictionary-Bridged Knowledge Exploitation
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-03-01
err1
PREAI
errTian, Qing; Ma, Chuang; Cao, Meng; Wan, Jun; Lei, Zhen; Chen, Songcan
errShare
errSave
Convex Subspace Clustering by Adaptive Block Diagonal Representation
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-12-01
err4
errOAAI
errLin, Yunxia; Chen, Songcan
errShare
errSave
Structure-Aware Subspace Clustering
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2023-10-01
err0
PREAI
errKou, Simin; Yin, Xuesong; Wang, Yigang; Chen, Songcan; Chen, Tieming; Wu, Zizhao
errShare
errSave
Multiplane Convex Proximal Support Vector Machine
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-08-01
err6
PREAI
errGeng, Chuanxing; Chen, Songcan
errShare
errSave
TIToK: A solution for bi-imbalanced unsupervised domain adaptation
errNEURAL NETWORKS
IF6.3
err2023-07-01
err5
PREAI
errWang, Yunyun; Chen, Quchuan; Liu, Yao; Li, Weikai; Chen, Songcan
errShare
errSave
Rectified Euler k -means and beyond
errPATTERN RECOGNITION
IF7.6
err2023-05-01
err2
errOAAI
errLin, Yunxia; Chen, Songcan
errShare
errSave

Research Directions

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Co-authors
Cooperation Journals
陈晓栋 cover
陈晓栋 (Xiaohong Chen)
H-index: 258 · Papers: 1.9W
D
Dinggang Shen
H-index: 143 · Papers: 2.1K
Q
Qiang Yang
H-index: 127 · Papers: 1.4K
张
张丽 (Li Zhang)
H-index: 112 · Papers: 4.1K
朱磊 cover
朱磊 (Lei Zhu)
H-index: 109 · Papers: 6.1K
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