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Other publications by Jean-Christophe Nebel

Common Sense Reasoning for Human Action Recognition

J. Martinez del Rincon, Maria J. Santofimia and J.-C. Nebel

Pattern Recognition Letters, 34(15), pp 1849-1860
2013
[PDF]

Abstract
This paper presents a novel method that leverages reasoning capabilities in a computer vision system dedicated to human action recognition. The proposed methodology is decomposed into two stages. First, a machine learning based algorithm - known as bag of words- gives a first estimate of action classification from video sequences, by performing an image feature analysis. Those results are afterward passed to a common-sense reasoning system, which analyses, selects and corrects the initial estimation yielded by the machine learning algorithm. This second stage resorts to the knowledge implicit in the rationality that motivates human behaviour. Experiments are performed in realistic conditions, where poor recognition rates by the machine learning techniques are significantly improved by the second stage in which common-sense knowledge and reasoning capabilities have been leveraged. This demonstrates the value of integrating common-sense capabilities into a computer vision pipeline.

Cited by ( Google Scholar: 27, ISI Web of Knowledge: 8 & SCOPUS: 14 ): 31

2024

UNVEILING THE COGNITIVE CAPACITY OF CHATGPT: ASSESSING ITS HUMAN-LIKE REASONING ABILITIES, Johnson Oyeniyi, International Research Journal of Modernization in Engineering Technology and Science, 06(04), 2024 (G)
Etude sur les mesures d'evaluation de la coherence entre connaissance et comprehension dans le domaine de l'intelligence artificielle, Sarah Ghidalia, PhD Thesis, Bourgogne Franche-Comte University, France, 2024 (G)

2023

Objective-Driven Modular and Hybrid Approach Combining Machine Learning and Ontology, Ouassila Labbani Narsis, Erik Dujardin, Christophe Nicolle, 15th International Congress on Advanced Applied Informatics Winter (IIAI-AAI-Winter), DOI: 10.1109/IIAI-AAI-Winter61682.2023.00062, 2023 (G)
Moving Scene Classification And Human Action Recognition Based On Artificial Intelligence, Ahmed R. Hassan, Ahmed Taha, Naseer Ali Hussien, Angham Khalid Hussain, Aqeel Ali, Imad Matti, International Conference on Emerging Research in Computational Science (ICERCS), DOI: 10.1109/ICERCS57948.2023.10434175, 2023 (G)
Exploiting Video Classification Using Deep Learning Models for Human Activity Recognition, Upasna Singh, Nihit Singhal, In book: Computer Vision and Robotics, DOI: 10.1007/978-981-19-7892-0_14, 2023 (G)

2021

Adding Knowledge to Unsupervised Algorithms for the Recognition of Intent, Stuart Synakowski, Qianli Feng, Aleix Martinez, International Journal of Computer Vision, DOI: 10.1007/s11263-020-01404-0, 2021 (G) (S)
Deep learning approach for scenario-based abnormality detection, M Suresha, S Kuppa, DSR Kumar, CHAPTER 11 in Advanced Security Solutions for Multimedia, , https://doi.org/10.1088/978-0-7503-3735-9ch11, 2021 (G)
Novel Instances and Applications of Shared Knowledge in Computer Vision and Machine Learning Systems, Stuart Synakowski, The Ohio State University, 2021 (G)
ZERO-SHOT LEARNING OF HUMAN-OBJECT INTERACTIONS THROUGH COMMON-SENSE KNOWLEDGE, Alessio Sarullo, PhD Thesis, The University of Manchester, 2021 (G)

2020

A Novel Formal Representation and Reasoning for Commonsense Knowledge, Peng Lu, Zhen Qin, Yuanxiu Liao, 4th Annual International Conference on Data Science and Business Analytics (ICDSBA), DOI: 10.1109/ICDSBA51020.2020.00092, 2020 (G) (S)

2019

2D Skeleton-Based Action Recognition via Two-Branch Stacked LSTM-RNNs, Danilo Avola, Marco Cascio, Luigi Cinque, Gian Luca Foresti, Cristiano Massaroni, Emanuele Rodola, IEEE Transactions on Multimedia PP(99), DOI: 10.1109/TMM.2019.2960588, 2019 (G)
Inferring Work Routines and Behavior Deviations with Life-logging Sensor Data, S Deldari, J Liono, FD Salim, DV Smith, Proceedings of the task intelligence workshop at the 2019 ACM Web Search and Data Mining (WSDM) conference, 2019 (G)
Video Activity Recognition: State-of-the-Art, Itsaso Rodriguez-Moreno, Jose Maria Martinez-Otzeta, Basilio Sierra, Igor Rodriguez, Ekaitz Jauregi, Sensors 19(14):3160, DOI: 10.3390/s19143160, 2019 (G) (I) (S)
Artificial Intelligence and Commonsense, Mark Osborne, In book: Foundations and Trends in Smart Learning, DOI: 10.1007/978-981-13-6908-7_6, 2019 (G) (S)
Foundations and Trends in Smart Learning, Maiga Chang, Elvira Popescu, Dr Kinshuk, Nian-Shing Chen, Mohamed Jemni, Ronghuai Huang, J. Michael Spector, Demetrios G. Sampson, International Conference on Smart Learning Environments, DOI: 10.1007/978-981-13-6908-7, 2019
An Original Framework for Understanding Human Actions and Body Language by using Deep Neural Networks, Massaroni Cristiano, PhD Thesis, Department of Computer Science, Sapienza University of Rome (Italy), 2019 (G)

2017

Hierarchical Task Network Planning with Common-Sense Reasoning for Multiple-People Behaviour Analysis, Maria J. Santofimia, Jesus Martinez-del-Rincon, Xin Hong, Huiyu Zhou, Paul Miller, David Villa, Juan C. Lopez, Expert Systems with Applications, 69:118-134 , 2017 (G) (I) (S)
Single-Image 3D Scene Parsing Using Geometric Commonsense, Chengcheng Yu, Xiaobai Liu, Song-Chun Zhu, Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI-17), 2017 (G) (S)
Single View 3D Reconstruction and Parsing Using Geometric Commonsense for Scene Understanding, Yu, Chengcheng, PhD Thesis in Statistics, University of California, Los Angeles, 2017 (G)

2016

Supervised framework for automatic recognition and retrieval of interaction: a framework for classification and retrieving videos with similar human interactions, C Chattopadhyay, S Das, IET Computer Vision, Volume: 10, Issue: 3, 4, pp. 220 - 227, 2016 (G) (I) (S)
Human actions recognition from motion capture recordings using signal resampling and pattern recognition methods, T Hachaj, MR Ogiela, K Koptyra, Annals of Operations Research, pp 1-17, 2016 (G) (I) (S)
Kinect and Episodic Reasoning for Human Action Recognition, R. Cantarero, M. J. Santofimia, D. Villa, R. Requena, M. Campos, F. Florez-Revuelta, J.-C. Nebel, J. Martinez del Rincon, and J. C. Lopez, International Conference on Distributed Computing and Artificial Intelligence (DCAI'16), Sevilla, Spain, 1-3 June, 2016 (G) (I) (S)
Application of Neural Network for Human Actions Recognition, T Hachaj, MR Ogiela, Computational Intelligence and Intelligent Systems, Volume 575 of the series Communications in Computer and Information Science pp 183-191, 2016 (G) (I) (S)
A survey on using domain and contextual knowledge for human activity recognition in video streams L Onofri, P Soda, M Pechenizkiy, G Iannello, Expert Systems with Applications, Volume 63, Pages 97-111, 2016 (G) (I) (S)

2015

Forgetting and consolidation for incremental and cumulative knowledge acquisition systems, Fernando Martinez-Plumed, Cesar Ferri, Jose Hernandez-Orallo, Maria Jose Ramirez-Quintana, arXiv:1502.05615, 2015 (G)
Visual common-sense for scene understanding using perception, semantic parsing and reasoning, Somak Adityay, Yiannis Aloimonos, Chitta Baraly, Cornelia Fermuller and Yezhou Yang, Common-sense 2015, Association for the Advancement of Artificial Intelligence (AAAI), Spring Symposium, 2015 (G) (S)

2014

Activity Estimation Using Regression Technique, PTV Bhuvaneswari, S Gayathri, A. Saraswathi Priyadharshini, International Conference on Computational Intelligence and Communication Networks (CICN), 2014 (G) (S)
Episodic Reasoning for Vision-Based Human Action Recognition, Maria J. Santofimia, J. Martinez del Rincon, and J.-C. Nebel, The Scientific World Journal, vol. 2014, Article ID 270171, 18 pages, 2014 (G) (I) (S)
Segmenting Supervised Activities In A Video Sequence Based On Handling Of Artifacts Towards Intelligent Systems, Martínez-Perez, F.E., Perez-Gonzalez, H.G., Gonzalez-Fraga, J.A., Cuevas-Tello, J.C. and Nava-Munoz, S.E., Research in Computing Science IPN, 68(1):108-119, 2014 (G)
Vision-based Recognition of Human Behaviour for Intelligent Environments, Alexandros Andre Chaaraoui, PhD Thesis, University of Alicante, 2014

2012

Common-Sense Knowledge for a Computer Vision System for Human Action Recognition, Maria J. Santofimia, J. Martinez del Rincon and J.-C. Nebel, International Conference on Ubiquitous Computing and Ambient Intelligence (UCAmI 2012), Vitoria-Gasteiz, Spain, December 3-5, 2012 (G)

j.nebel@kingston.ac.uk