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Other publications by Jean-Christophe Nebel

Generalized Laplacian Eigenmaps for Modeling and Tracking Human Motions

J. Martinez del Rincon, M. Lewandowski, J.-C. Nebel and D. Makris

IEEE Transactions on Cybernetics
44(9): 1646-1660, 2014
[PDF]

Abstract
This paper presents generalized Laplacian eigenmaps, a novel dimensionality reduction approach designed to address stylistic variations in time series. It generates compact and coherent continuous spaces whose geometry is data-driven. This paper also introduces graph-based particle filter, a novel methodology conceived for efficient tracking in low dimensional space derived from a spectral dimensionality reduction method. Its strengths are a propagation scheme, which facilitates the prediction in time and style, and a noise model coherent with the manifold, which prevents divergence, and increases robustness. Experiments show that a combination of both techniques achieves state-of-the-art performance for human pose tracking in underconstrained scenarios.

Cited by ( Google Scholar: 20, ISI Web of Knowledge: 13 & SCOPUS: 12 ): 22

2024

Unified Privileged Knowledge Distillation Framework for Human Motion Prediction, X Sun, H Sun, D Wei, J Wang, B Li, W Li, J Lu, IEEE Transactions on Circuits and Systems for Video Technology, doi: 10.1109/TCSVT.2024.3440488, 2024 (G)

2023

Self-Supervised Pretraining Based on Noise-Free Motion Reconstruction and Semantic-Aware Contrastive Learning for Human Motion Prediction, Q. Li and Y. Wang, IEEE Transactions on Emerging Topics in Computational Intelligence, doi: 10.1109/TETCI.2023.3257262, 2023 (G) (I)
Temperature field prediction of lithium-ion batteries using improved local tangent space alignment, Kangkang Xu, Jiawei Zhuang, Xianbing Meng, Sihua Yin, Jingmin Fan, Luoke Hu, International Journal of Heat and Mass Transfer, Volume 209, 124126, ISSN 0017-9310, https://doi.org/10.1016/j.ijheatmasstransfer.2023.124126, 2023 (G) (I)

2022

Semantic Correlation Attention-Based Multiorder Multiscale Feature Fusion Network for Human Motion Prediction, Q Li, Y Wang, F Lv, IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2022.3184977, 2022 (G)

2021

Human motion estimation and controller learning, V Joukov, PhD Thesis, University of Waterloo (Canada), 2021 (G)

2020

GlocalNet: Class-aware Long-term Human Motion Synthesis, Neeraj Battan, Yudhik Agrawal, Veeravalli Saisooryarao, Aman Goel, Avinash Sharma, preprint, arXiv:2012.10744v1, 2020 (G)
Diagnosis Approaches for Colorectal Cancer Using Manifold Learning and Deep Learning, Thanh-Hai, N., Thai-Nghe, N., SN COMPUT. SCI. 1, 281, https://doi.org/10.1007/s42979-020-00297-7, 2020 (G)
1D Representation of Laplacian Eigenmaps and Dual k-Nearest Neighbors for Unified Video Coding, H Li, IET Image Processing, 2020 (S)

2019

Adaptive sparse graph learning based dimensionality reduction for classification, P Chen, L Jiao, F Liu, Z Zhao, J Zhao, Applied Soft Computing, volume 82, 2019 (G) (I) (S)
Probabilistic Real-Time User Posture Tracking for Personalized Robot-Assisted Dressing, Fan Zhang, Antoine Cully, Yiannis Demiris, IEEE Transactions on Robotics, 1 – 16, DOI: 10.1109/TRO.2019.2904461, 2019 (G) (I) (S)

2017

Personalized robot-assisted dressing using user modeling in latent spaces, Zhang F., Cully A., Demiris Y., IEEE International Conference on Intelligent Robots and Systems, 2017-September, art. no. 8206206, pp. 3603-3610, 2017 (G) (I) (S)
A Big Data-as-a-Service Framework: State-of-the-art and Perspectives, Xiaokang Wang , Laurence T. Yang, Huazhong Liu, M. Jamal Deen, IEEE Transactions on Big Data, 2017 (G) (I)
Continuous statistical modelling for rapid detection of adulteration of extra virgin olive oil using mid infrared and Raman spectroscopic data, K Georgouli, JM Del Rincon, A Koidis, Food chemistry, 217:735-742, 2017 (G) (I) (S)
Collective Representation for Abnormal Event Detection, R Ye, X Li, Journal of Computer Science and Technology, 32:470, 2017 (G) (I) (S)

2016

Manifold learning and spectral clustering for image phylogeny forests MA Oikawa, Z Dias, A de Rezende Rocha, S Goldenstein, IEEE Transactions on Information Forensics and Security, 11(1): 5-18, 2016 (G) (I) (S)
Statistical Hypothesis Detector for Abnormal Event Detection in Crowded Scenes, Y Yuan, Y Feng, X Lu, IEEE Transactions on Cybernetics, 2016 (G) (I) (S)
Full body human motion estimation on lie groups using 3D marker position measurements, J Cesic, V Joukov, I Petrovic, 16th International Conference on Humanoid Robots (Humanoids), 2016 (G) (I) (S)
Video-based Human Walking Estimation by Using Joint Gait and Pose Manifolds, X Zhang, M Ding, G Fan, IEEE Transactions on Circuits and Systems for Video Technology, 2016 (G) (I) (S)
Nonlinear model reduction of the Navier-Stokes-Equations, L Pyta, D Abel, American Control Conference (ACC), 2016 (G) (S)

2015

Multilayer joint gait-pose manifolds for human gait motion modeling, M Ding, G Fan, IEEE transactions on cybernetics, 45(11): 2413-2424, 2015 (G) (I) (S)
Sparse Representation and Dictionary Learning for Biometrics and Object Tracking RS Khorsandi, PhD Thesis, University of MIami, Open Access Dissertations, 1565, 2015 (G)
Human motion analysis: From gait modeling to shape representation and pose estimation M Ding, PhD Thesis, Oklahoma State University, 2015 (G)

j.nebel@kingston.ac.uk