成果/Result
- Generalized Nonconvex Nonsmooth Low-Rank Matrix Recovery Framework With Feasible Algorithm Designs and Convergence Analysis被引量：31收藏
- 作者：Zhang, Hengmin Qian, Feng Shi, Peng Du, Wenli Tang, Yang Qian, Jianjun Gong, Chen Yang, Jian
- 机构：East China Univ Sci & Technol;Univ Macau;Tongji Univ;Univ Adelaide;Victoria Univ
- 来源：IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2023
- 关键词：Convergence Optimization Minimization Linear programming Matrix decomposition Convex functions Learning systems Algorithm designs convergence analysis low-rank matrix recovery multiple variables nonconvex alternating direction method of multiplier (ADMM)
- Global Convergence Guarantees of (A)GIST for a Family of Nonconvex Sparse Learning Problems被引量：30收藏
- 作者：Zhang, Hengmin Qian, Feng Shang, Fanhua Du, Wenli Qian, Jianjun Yang, Jian
- 机构：East China Univ Sci & Technol;Tongji Univ;Xidian Univ;Peng Cheng Lab;Nanjing Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON CYBERNETICS 2022
- 关键词：Convergence guarantees Kurdyka-Lojasiewica (KL) property nonconvex sparse learning problems optimization algorithms
- Incorporating Linear Regression Problems Into an Adaptive Framework With Feasible Optimizations被引量：26收藏
- 作者：Zhang, Hengmin Qian, Feng Zhang, Bob Du, Wenli Qian, Jianjun Yang, Jian
- 机构：East China Univ Sci & Technol;Univ Macau;Tongji Univ;PCA Lab;Nanjing Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON MULTIMEDIA 2023
- 关键词：Linear regression Optimization Loss measurement Adaptation models Matrices Sparse matrices Convergence Linear regression convex vector and matrix norm iteratively re-weighted algorithm convergence analysis
- Joint Optimal Transport With Convex Regularization for Robust Image Classification被引量：25收藏
- 作者：Qian, Jianjun Wong, Wai Keung Zhang, Hengmin Xie, Jin Yang, Jian
- 机构：Nanjing Univ Sci & Technol;Nanjing Univ Sci & Technol;Hong Kong Polytech Univ;East China Univ Sci & Technol;Tongji Univ
- 来源：IEEE TRANSACTIONS ON CYBERNETICS 2022
- 关键词：Image classification nuclear norm optimal transport (OT) robust regression
- Dual robust regression for pattern classification被引量：11收藏
- 作者：Qian, Jianjun Zhu, Shumin Wong, Wai Keung Zhang, Hengmin Lai, Zhihui Yang, Jian
- 机构：Nanjing Univ Sci & Technol;Nanjing Univ Sci & Technol;Hong Kong Polytech Univ;East China Univ Sci & Technol;Shenzhen Univ
- 来源：INFORMATION SCIENCES 2021
- 关键词：Robust regression Pattern classification Low-rank Sparse representation
- CLEAN: Category Knowledge-Driven Compression Framework for Efficient 3D Object Detection被引量：1收藏
- 作者：Zhang, Haonan Liu, Longjun Hui, Fei Zhang, Bo Zhang, Hengmin Zha, Zhiyuan
- 机构：Changan Univ;Xi An Jiao Tong Univ;Xi An Jiao Tong Univ;Sichuan Univ;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2025
- 关键词：Detectors Three-dimensional displays Point cloud compression Accuracy Object detection Feature extraction Electronic mail Training Image coding Artificial intelligence Model compression knowledge distillation network pruning LiDAR-based 3D object detection
- Quantization compensation and decomposition GAN for high-fidelity underwater image compression被引量：0收藏
- 作者：Hu, Xufei Zhang, Jian Zhang, Heng Li, Ming Huang, Meng Liu, Jie Zhang, Hengmin
- 机构：Jiangsu Ocean Univ;East China Univ Sci & Technol
- 来源：NEUROCOMPUTING 2026
- 关键词：Underwater image compression Latent space decomposition Generative adversarial network Rate-distortion performance
- A Multi-Source Attention Graph Neural Network for modeling long and short-term dependencies in chemical process forecasting被引量：0收藏
- 作者：Long, Jian Wang, Bin Peng, Haifei Zhang, Hengmin
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Shanghai Key Lab Data Sci
- 来源：ADVANCED ENGINEERING INFORMATICS 2026
- 关键词：Chemical process Adaptive dynamic graph learning Multi-source attention mechanism Graph neural network
- ASGNet: Adaptive Spectrum Guidance Network for Automatic Polyp Segmentation被引量：0收藏
- 作者：Sun, Yanguang Zhang, Hengmin Qian, Jianjun Yang, Jian Luo, Lei
- 机构：Nanjing Univ Sci & Technol;Nanjing Univ Sci & Technol;East China Univ Sci & Technol;East China Univ Sci & Technol;Shanghai Key Lab Data Sci
- 来源：IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 2026
- 关键词：Feeds Antennas Circuits and systems Filtering Filters MIMICs Millimeter wave integrated circuits Monolithic integrated circuits Videos Video equipment Colorectal cancer colonoscopy images neural networks polyp segmentation
