Professor Olivier Romain
- Affiliate (School of Engineering)
Publications
2024
Béranger, C., Bordat, A., Khelif, M. A., Dobias, P., Vu, N.-S., Le Kernec, J. , Guyard, D. and Romain, O. (2024) Radar-Based Human Activity Acquisition, Classification and Recognition Towards Elderly Fall Prediction. In: 26th Euromicro Conference Series on Digital System Design (Euromicro DSD2023), Durres, Albania, 6-8 Sept 2023, pp. 95-102. ISBN 9798350344196 (doi: 10.1109/DSD60849.2023.00023)
2023
CY Cergy Paris Université (2023) Method and Device for Human Activity Classification Using Radar Micro Doppler and Phase. .
Yang, S. et al. (2023) The Human Activity Radar Challenge: benchmarking based on the ’Radar signatures of human activities’ dataset from Glasgow University. IEEE Journal of Biomedical and Health Informatics, 27(4), pp. 1813-1824. (doi: 10.1109/JBHI.2023.3240895)
Li, Z., Le Kernec, J. , Abbasi, Q. , Fioranelli, F. , Yang, S. and Romain, O. (2023) Radar-based human activity recognition with adaptive thresholding towards resource constrained platforms. Scientific Reports, 13, 3473. (doi: 10.1038/s41598-023-30631-x)
Li, Z., Fioranelli, F. , Yang, S. , Le Kernec, J. , Abbasi, Q. and Romain, O. (2023) Human Activity Classification with Adaptive Thresholding using Radar Micro-Doppler. In: 2021 CIE International Conference on Radar (CIE Radar 2021), Haikou, Hainan, China, 15 - 19 December 2021, ISBN 9781665468893 (doi: 10.1109/Radar53847.2021.10028630)
2022
Bordat, A., Dobias, P., Le Kernec, J. , Guyard, D. and Romain, O. (2022) Towards Real-Time Implementation for the Pre-Processing of Radar-Based Human Activity Recognition. In: 2022 IEEE 31st International Symposium on Industrial Electronics (ISIE), Anchorage, AK, USA, 01-03 Jun 2022, pp. 635-638. ISBN 9781665482400 (doi: 10.1109/ISIE51582.2022.9831677)
Le Kernec, J. , Fioranelli, F. , Romain, O. and Bordat, A. (2022) Fusion of Radar Data Domains for Human Activity Recognition in Assisted Living. In: 14th International conference on Sensing Technology, Chennai, India, 17-19 Jan 2022, pp. 87-100. ISBN 9783030988852 (doi: 10.1007/978-3-030-98886-9_7)
Yang, K., Abbasi, Q. H. , Fioranelli, F. , Romain, O. and Le Kernec, J. (2022) Bespoke Simulator for Human Activity Classification with Bistatic Radar. In: 16th EAI International Conference on Body Area Networks (EAI BODYNETS 2021), Glasgow, UK, 25-26 Oct 2021, pp. 71-85. ISBN 9783030955922 (doi: 10.1007/978-3-030-95593-9_7)
Zhang, X., Abbasi, Q. H. , Fioranelli, F. , Romain, O. and Le Kernec, J. (2022) Elderly Care - Human Activity Recognition Using Radar with an Open Dataset and Hybrid Maps. In: 16th EAI International Conference on Body Area Networks (EAI BODYNETS 2021), Glasgow, UK, 25-26 Oct 2021, pp. 39-51. ISBN 9783030955922 (doi: 10.1007/978-3-030-95593-9_4)
2021
Guo, J., Shu, C., Zhou, Y., Wang, K., Fioranelli, F. , Romain, O. and Le Kernec, J. (2021) Complex Field-based Fusion Network for Human Activities Classification With Radar. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 68-73. ISBN 9781839535406 (doi: 10.1049/icp.2021.0572)
Jiang, H., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2021) Human Activity Classification Using Radar Signal and RNN Networks. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1595-1599. ISBN 9781839535406 (doi: 10.1049/icp.2021.0556)
Li, X., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2021) Radar-Based Hierarchical Human Activity Classification. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1373-1379. ISBN 9781839535406 (doi: 10.1049/icp.2021.0566)
Li, Z., Fioranelli, F. , Yang, S. , Zhang, L. , Romain, O., He, Q., Cui, G. and Le Kernec, J. (2021) Multi-domains based Human Activity Classification in Radar. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1744-1749. ISBN 9781839535406 (doi: 10.1049/icp.2021.0557)
Zhou, B., Le Kernec, J. , Yang, S. , Fioranelli, F. , Romain, O. and Zhao, Z. (2021) Interferometric Radar for Activity Recognition and Benchmarking in Different Radar Geometries. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1515-1520. ISBN 9781839535406 (doi: 10.1049/icp.2021.0571)
Centre National de la Recherche Scientifique (2021) Dispositif de caracterisation de l'actimetrie d'un sujet en temps reel = Device for Characterizing the Actimetry of a Subject in Real Time. .
Zhou, B., Lin, Y., Le Kernec, J. , Yang, S. , Fioranelli, F. , Romain, O. and Zhao, Z. (2021) Simulation framework for activity recognition and benchmarking in different radar geometries. IET Radar, Sonar and Navigation, 15(4), pp. 390-401. (doi: 10.1049/rsn2.12049)
Iloga, S., Bordat, A., Le Kernec, J. and Romain, O. (2021) Human Activity Recognition based on acceleration data from smartphones using HMMs. IEEE Access, 9, pp. 139336-139351. (doi: 10.1109/ACCESS.2021.3117336)
Li, Z., Le Kernec, J. , Fioranelli, F. , Romain, O., Zhang, L. and Yang, S. (2021) A LSTM Approach to Short-Range Personnel Recognition Using Radar Signals. In: 2021 IEEE Radar Conference (RadarConf21), Atlanta, GA, USA, 7-14 May 2021, ISBN 9781728176093 (doi: 10.1109/RadarConf2147009.2021.9455218)
2020
Jia, M., Li, S., Le Kernec, J. , Yang, S. , Fioranelli, F. and Romain, O. (2020) Human Activity Classification With Radar Signal Processing and Machine Learning. In: 5th International Conference on the UK-China Emerging Technologies (UCET 2020), Glasgow, UK, 20-21 Aug 2020, ISBN 9781728194882 (doi: 10.1109/UCET51115.2020.9205461)
Li, S., Jia, M., Le Kernec, J. , Yang, S. , Fioranelli, F. and Romain, O. (2020) Elderly Care: Using Deep Learning for Multi-Domain Activity Classification. In: 5th International Conference on the UK-China Emerging Technologies (UCET 2020), Glasgow, UK, 20-21 Aug 2020, ISBN 9781728194882 (doi: 10.1109/UCET51115.2020.9205464)
Li, X., Li, Z., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2020) Hierarchical radar data analysis for activity and personnel recognition. Remote Sensing, 12(14), 2237. (doi: 10.3390/rs12142237)
Articles
Yang, S. et al. (2023) The Human Activity Radar Challenge: benchmarking based on the ’Radar signatures of human activities’ dataset from Glasgow University. IEEE Journal of Biomedical and Health Informatics, 27(4), pp. 1813-1824. (doi: 10.1109/JBHI.2023.3240895)
Li, Z., Le Kernec, J. , Abbasi, Q. , Fioranelli, F. , Yang, S. and Romain, O. (2023) Radar-based human activity recognition with adaptive thresholding towards resource constrained platforms. Scientific Reports, 13, 3473. (doi: 10.1038/s41598-023-30631-x)
Zhou, B., Lin, Y., Le Kernec, J. , Yang, S. , Fioranelli, F. , Romain, O. and Zhao, Z. (2021) Simulation framework for activity recognition and benchmarking in different radar geometries. IET Radar, Sonar and Navigation, 15(4), pp. 390-401. (doi: 10.1049/rsn2.12049)
Iloga, S., Bordat, A., Le Kernec, J. and Romain, O. (2021) Human Activity Recognition based on acceleration data from smartphones using HMMs. IEEE Access, 9, pp. 139336-139351. (doi: 10.1109/ACCESS.2021.3117336)
Li, X., Li, Z., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2020) Hierarchical radar data analysis for activity and personnel recognition. Remote Sensing, 12(14), 2237. (doi: 10.3390/rs12142237)
Conference Proceedings
Béranger, C., Bordat, A., Khelif, M. A., Dobias, P., Vu, N.-S., Le Kernec, J. , Guyard, D. and Romain, O. (2024) Radar-Based Human Activity Acquisition, Classification and Recognition Towards Elderly Fall Prediction. In: 26th Euromicro Conference Series on Digital System Design (Euromicro DSD2023), Durres, Albania, 6-8 Sept 2023, pp. 95-102. ISBN 9798350344196 (doi: 10.1109/DSD60849.2023.00023)
Li, Z., Fioranelli, F. , Yang, S. , Le Kernec, J. , Abbasi, Q. and Romain, O. (2023) Human Activity Classification with Adaptive Thresholding using Radar Micro-Doppler. In: 2021 CIE International Conference on Radar (CIE Radar 2021), Haikou, Hainan, China, 15 - 19 December 2021, ISBN 9781665468893 (doi: 10.1109/Radar53847.2021.10028630)
Bordat, A., Dobias, P., Le Kernec, J. , Guyard, D. and Romain, O. (2022) Towards Real-Time Implementation for the Pre-Processing of Radar-Based Human Activity Recognition. In: 2022 IEEE 31st International Symposium on Industrial Electronics (ISIE), Anchorage, AK, USA, 01-03 Jun 2022, pp. 635-638. ISBN 9781665482400 (doi: 10.1109/ISIE51582.2022.9831677)
Le Kernec, J. , Fioranelli, F. , Romain, O. and Bordat, A. (2022) Fusion of Radar Data Domains for Human Activity Recognition in Assisted Living. In: 14th International conference on Sensing Technology, Chennai, India, 17-19 Jan 2022, pp. 87-100. ISBN 9783030988852 (doi: 10.1007/978-3-030-98886-9_7)
Yang, K., Abbasi, Q. H. , Fioranelli, F. , Romain, O. and Le Kernec, J. (2022) Bespoke Simulator for Human Activity Classification with Bistatic Radar. In: 16th EAI International Conference on Body Area Networks (EAI BODYNETS 2021), Glasgow, UK, 25-26 Oct 2021, pp. 71-85. ISBN 9783030955922 (doi: 10.1007/978-3-030-95593-9_7)
Zhang, X., Abbasi, Q. H. , Fioranelli, F. , Romain, O. and Le Kernec, J. (2022) Elderly Care - Human Activity Recognition Using Radar with an Open Dataset and Hybrid Maps. In: 16th EAI International Conference on Body Area Networks (EAI BODYNETS 2021), Glasgow, UK, 25-26 Oct 2021, pp. 39-51. ISBN 9783030955922 (doi: 10.1007/978-3-030-95593-9_4)
Guo, J., Shu, C., Zhou, Y., Wang, K., Fioranelli, F. , Romain, O. and Le Kernec, J. (2021) Complex Field-based Fusion Network for Human Activities Classification With Radar. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 68-73. ISBN 9781839535406 (doi: 10.1049/icp.2021.0572)
Jiang, H., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2021) Human Activity Classification Using Radar Signal and RNN Networks. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1595-1599. ISBN 9781839535406 (doi: 10.1049/icp.2021.0556)
Li, X., Fioranelli, F. , Yang, S. , Romain, O. and Le Kernec, J. (2021) Radar-Based Hierarchical Human Activity Classification. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1373-1379. ISBN 9781839535406 (doi: 10.1049/icp.2021.0566)
Li, Z., Fioranelli, F. , Yang, S. , Zhang, L. , Romain, O., He, Q., Cui, G. and Le Kernec, J. (2021) Multi-domains based Human Activity Classification in Radar. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1744-1749. ISBN 9781839535406 (doi: 10.1049/icp.2021.0557)
Zhou, B., Le Kernec, J. , Yang, S. , Fioranelli, F. , Romain, O. and Zhao, Z. (2021) Interferometric Radar for Activity Recognition and Benchmarking in Different Radar Geometries. In: IET International Radar Conference 2020, Chongqing City, China, 4-6 Nov 2020, pp. 1515-1520. ISBN 9781839535406 (doi: 10.1049/icp.2021.0571)
Li, Z., Le Kernec, J. , Fioranelli, F. , Romain, O., Zhang, L. and Yang, S. (2021) A LSTM Approach to Short-Range Personnel Recognition Using Radar Signals. In: 2021 IEEE Radar Conference (RadarConf21), Atlanta, GA, USA, 7-14 May 2021, ISBN 9781728176093 (doi: 10.1109/RadarConf2147009.2021.9455218)
Jia, M., Li, S., Le Kernec, J. , Yang, S. , Fioranelli, F. and Romain, O. (2020) Human Activity Classification With Radar Signal Processing and Machine Learning. In: 5th International Conference on the UK-China Emerging Technologies (UCET 2020), Glasgow, UK, 20-21 Aug 2020, ISBN 9781728194882 (doi: 10.1109/UCET51115.2020.9205461)
Li, S., Jia, M., Le Kernec, J. , Yang, S. , Fioranelli, F. and Romain, O. (2020) Elderly Care: Using Deep Learning for Multi-Domain Activity Classification. In: 5th International Conference on the UK-China Emerging Technologies (UCET 2020), Glasgow, UK, 20-21 Aug 2020, ISBN 9781728194882 (doi: 10.1109/UCET51115.2020.9205464)
Patents
CY Cergy Paris Université (2023) Method and Device for Human Activity Classification Using Radar Micro Doppler and Phase. .
Centre National de la Recherche Scientifique (2021) Dispositif de caracterisation de l'actimetrie d'un sujet en temps reel = Device for Characterizing the Actimetry of a Subject in Real Time. .