Keywords:
- Bounded Support Set
- discriminative learning
- Discriminative Methods
- domain adaptation
- Indoor Scene Recognition
- Kernel Methods
- Latent SVM
- Locally Linear Support Vector Machines
- LSSVM
- ML3
- multiclass
- multiclass classification
- Naive Bayes Nearest Neighbor
- Non-Linear Classification
- online learning
- Place recognition
- robot localization
- robot vision
- Scene Recognition
- Stochastic Majorization Minimization
- support vector machines
- transfer learning
Publications of Barbara Caputo sorted by first author
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| Incremental Learning for Place Recognition in Dynamic Environments, , , and , Idiap-RR-52-2006 |
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| Multiclass Transfer Learning from Unconstrained Priors, , and , Idiap-RR-25-2011 |
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| Multiclass Transfer Learning from Unconstrained Priors, , and , in: Proceedings of the 13th International Conference on Computer Vision, 2011 |
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| Towards semi-supervised learning of semantic spatial concepts, and , Idiap-RR-03-2011 |
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| Towards semi-supervised learning of semantic spatial concepts, and , in: IEEE International Conference on Robotics and Automation, 2011 |
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| Towards semi-supervised learning of semantic spatial concepts for mobile robots, and , in: Journal of Physical Agents, 2011 |
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| Baseline Multimodal Place Classifier for the 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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| Overview of the ImageCLEF 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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| Overview of the ImageCLEF 2013 Robot Vision Task, , , and , in: Working Notes, CLEF 2013, 2013 |
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| Transferring Activities: Updating Human Behavior Analysis, , , , and , in: Visual Surveillance Workshop at ICCV, 2011 |
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| Learning to learn new models of human activities in indoor settings1, , , and , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
| Learning to learn new models of human activities in indoor settings1, , , and , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
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| Cue integration through discriminative accumulation, and , in: International Conference on Computer Vision and Pattern Recognition, 2004 |
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| Towards a theoretical framework for learning multi-modal patterns for embodied agents, , , , , , , and , in: International Conference on Image Analysis and Processing, 2009 |
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| A theoretical framework for transfer of knowledge across modalities in artificial and cognitive systems, , , and , in: International Conference on Developmental Learning, 2009 |
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| Model Adaptation with Least-Squares SVM for Adaptive Hand Prosthetics, , , , and , Idiap-RR-05-2009 |
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| Model adaptation with least-square SVM for adaptive hand prosthetics, , , , and , in: IEEE International conference on Robotics and Automation, 2009 |
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| Towards Life-long Learning for Cognitive Systems: Online Independent Support Vector Machine, , , , and , in: Pattern Recognition, Accepted for Pub, 2009 |
| Indoor Place Recognition using Online Independent Support Vector Machines, , , , and , in: 18th British Machine Vision Conference (BMVC07), 2007 |
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| On-line Independent Support Vector Machines for Cognitive Systems, , , , and , Idiap-RR-63-2007 |
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| Bounded kernel-based perceptrons, , and , in: Journal of Machine Learning Research, Accepted for pub, 2009 |
| The Projectron: a Bounded Kernel-Based Perceptron, , and , in: Int. Conf. on Machine Learning, 2008 |
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| The Projectron: a Bounded Kernel-Based Perceptron, , and , Idiap-RR-30-2008 |
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| Online-Batch Strongly Convex Multi Kernel Learning, , and , in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2010 |
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| Online-Batch Strongly Convex Multi Kernel Learning, , and , Idiap-RR-07-2010 |
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| A Large-Scale Database of Images and Captions for Automatic Face Naming, , , and , Idiap-RR-26-2011 |
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| A Large-Scale Database of Images and Captions for Automatic Face Naming, , , and , in: Proceedings of the 22nd British Machine Vision Conference, 2011 |
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| Learning to Learn, from Transfer Learning to Domain Adaptation: A Unifying Perspective, and , in: Proceedings of the Computer Vision and Pattern Recognition, Columbus, OH, pages 1442-1449, IEEE, 2014 |
[DOI] |
| Multi-Source Adaptive Learning for Fast Control of Prosthetics Hand, , and , in: Proceedings of the International Conference on Pattern Recognition, Stockholm, pages 2769 - 2774, 2014 |
[DOI] |
| Transfer Learning of Visual Concepts across Robots: a Discriminative Approach, , and , Idiap-RR-06-2012 |
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| COLD: The COsy Localization Database, and , in: International Journal of Robotics Research, 28(5), 2009 |
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| Confidence-based Cue Integration for Visual Place Recognition, and , in: IEEE International Conference on Intelligent RObot Systems (IROS), 2007 |
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| Confidence-based Cue Integration for Visual Place Recognition, and , Idiap-RR-17-2007 |
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| The More you Learn, the Less you Store: Memory-Controlled Incremental SVM, and , in: Proceedings of International Cognitive Vision Workshop (ICVW) 2006), 2006 |
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| The more you learn, the less you store: memory\--controlled incremental SVM, and , Idiap-RR-51-2006 |
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| A Discriminative Approach to Robust Visual Place Recognition, , , and , in: IEEE International Conference on Intelligent RObot Systems (IROS), 2006 |
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| The Robot Vision Track at ImageCLEF 2010, , , and , in: CLEF 2010 Notebook Papers/LABs/Workshops, 2010 |
[URL] |
| The More you Learn, the Less you Store: Memory-controlled Incremental SVM for Visual Place Recognition, , and , in: Image and Vision Computing, 2010 |
[DOI] |
| The More you Learn, the Less you Store: Memory-controlled Incremental SVM for Visual Place Recognition, , and , Idiap-RR-08-2010 |
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| SVM-based Discriminative Accumulation Scheme for Place Recognition, , and , in: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA08), 2008 |
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| Towards a quantitative measure of rareness, and , in: DIRAC Workshop at the European Conference on Machine Learning, pages 129-136, Springer Berlin Heidelberg, 2010 |
[DOI] |