简介，团队介绍
Our research interest includes machine learning,Riemannian manifold and computer vision. We have published more than 20 papers at the top international AI conferences with total google scholar citations 100+
👥 Team Members
- Co-founders: Rui Wang,Ziheng Chen
- Members@2023: Chen Hu,Shaocheng Jin, Zihao Bi
- Members@2024: Join us!
🔥 News
- 2024.04: 🎉🎉 One paper on Riemannian Residual Learning Mechanism on SPD manifolds was accepted to IJCNN 2024.
- 2024.04: 🎉🎉 One paper on Grassmannian self-attention was accepted to IJCAI 2024. Congrats Rui and Chen!
- 2024.03: 🎉🎉 Our CVPR 2024 paper on Riemannian classifiers was selected as poster to VALSE 2024.
- 2024.03: 🎉🎉 One paper on SPD deep metric learning was early accessed in TNNLS.
- 2024.02: 🎉🎉 One paper on Riemannian classifiers on SPD manifolds was accepted to CVPR 2024.
- 2024.01: 🎉🎉 One paper on Riemannian batch normalization on general Lie groups was accepted to ICLR 2024.
📝 Seleted Publications
A Grassmannian Manifold Self-Attention Network for Signal Classification
Rui Wang, Chen Hu, Ziheng Chen†, Xiao-Jun Wu†, Xiaoning Song
SPD Manifold Deep Metric Learning for Image Set Classification
Rui Wang, Xiao-Jun Wu†, Ziheng Chen, Cong Hu, Josef Kittler
Deep Metric Learning on the SPD Manifold for Image Set Classification
Rui Wang, Xiao-Jun Wu†, Tianyang Xu, Cong Hu, Josef Kittler
-
ICLR 2024Ziheng Chen, Yue Song, Yunmei Liu, Nicu Sebe, A Lie Group Approach to Riemannian Batch Normalization. [PDF] [Code] [Slides] [Poster] [Video] -
CVPR 2024Ziheng Chen, Yue Song, Gaowen Liu, Ramana Rao Kompella, Xiaojun Wu, Nicu Sebe, Riemannian Multinomial Logistics Regression for SPD Neural Networks. [PDF] [Code] [Slides] [Poster] [Video] -
AAAI 2023Ziheng Chen, Tianyang Xu, Xiao-Jun Wu†, Rui Wang, Zhiwu Huang, Josef Kittler, Riemannian Local Mechanism for SPD Neural Networks. [PDF] [Code] [Slides] [Poster] -
Neural networks 2023Rui Wang, Xiao-Jun Wu†, Tianyang Xu, Cong Hu, Josef Kittler, U-SPDNet: An SPD manifold learning-based neural network for visual classification. [PDF] -
Neural networks 2022Rui Wang, Xiao-Jun Wu†, Ziheng Chen, Tianyang Xu, Josef Kittler, Learning a discriminative SPD manifold neural network for image set classification. [PDF] -
IEEE TBD 2021Ziheng Chen, Tianyang Xu, Xiao-Jun Wu†, Rui Wang, Josef Kittler, Hybrid Riemannian Graph-Embedding Metric Learning for Image Set Classification. [PDF] [Code] -
IEEE TBD 2020Rui Wang, Xiao-Jun Wu†, Kai-Xuan Chen, Josef Kittler, Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning. [PDF]
✨ Scientific research projects
- National Natural Science Foundation of China (NSFC), research on lightweight Riemannian neural networks, 2024.01-2026.12 (hosted)
- Natural Science Foundation of Jiangsu Province, research on Riemannian deep learning technique for open scene object recognition, 2023.09-2026.08 (hosted)
- Fundamental Research Funds for the Central Universities, research on Riemannian deep learning technique for complicated visual classification, 2024.01-2025.12 (hosted)
- National Natural Science Foundation of China (NSFC), research on neural representation and modeling for dynamic scene, 2024.01-2026.12 (key member)
- National Key Research and Development Program of China, research on AI-based food safety tracking and supervision, 2024.01-2028.12 (key member)
- Key Project of Wuxi Municipal Health Commission, research on AI-based ECG analysis and prediction, 2024.01-2025.12 (key member)
🎖 Honors and Awards
- 2024.05, Our team won the first prize in the Eastern Regional Competition of the 15th China College Student Service Outsourcing Innovation and Entrepreneurship Competition.
📖 Courses
To obtain basic foundations for my research, I have self-studied several math courses, most of which were done during my master studies:
- Mathematical Analysis I, II, III, Real Analysis, Complex Analysis, Functional Analysis;
- Advanced Algebra I, II, Abstract Algebra I;
- Topology, Differential Geometry, Differential Manifolds, Riemannian Geometry;
- Differential Equations, Convex Optimization, Numerical Optimization…