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 journal and type
Publications of type Idiap-RR
2006
| The more you learn, the less you store: memory\--controlled incremental SVM, and , Idiap-RR-51-2006 |
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2013
| Learning Categories from Few Examples with Multi Model Knowledge Transfer, , and , Idiap-RR-16-2013 |
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Computer Vision and Image Understanding
| Scalable greedy algorithms for transfer learning, , and , in: Computer Vision and Image Understanding, 2016 |
Computer Vision and Image Undertanding
| Local velocity-adapted motion events for spatio-temporal recognition, , and , in: Computer Vision and Image Undertanding, 108(3), 2007 |
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ELectronic Letters on Computer vision and Image Analysis
| Class specific object recognition using kernel Gibbs distributions, , in: ELectronic Letters on Computer vision and Image Analysis, 7(2), 2008 |
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Frontiers in Neurorobotics
| Stable Myoelectric Control of a Hand Prosthesis using Non-Linear Incremental Learning, , , , , , , and , in: Frontiers in Neurorobotics, 8, 2014 |
[DOI] |
IEEE Transaction on Autonomous Mental Development
| Using object affordances to improve object recognition, , , , and , in: IEEE Transaction on Autonomous Mental Development, 2011 |
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IEEE TRANSACTIONS ON ROBOTICS
| Improving Control of Dexterous Hand Prostheses Using Adaptive Learning, , , and , in: IEEE TRANSACTIONS ON ROBOTICS, 2012 |
[DOI] |
Image and Vision Computing
| The More you Learn, the Less you Store: Memory-controlled Incremental SVM for Visual Place Recognition, , and , in: Image and Vision Computing, 2010 |
[DOI] |
Image and vision Computing
| Classifying Material in the Real World, , , and , in: Image and vision Computing, accepted for pub, 2009 |
International Journal of Robotics Research
| COLD: The COsy Localization Database, and , in: International Journal of Robotics Research, 28(5), 2009 |
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International Journal on Image, Systems and Technology
| Spin Glass Models of Markov Random Fields, , in: International Journal on Image, Systems and Technology, 16(5), 2006 |
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Journal of Machine Learning Research
| Bounded kernel-based perceptrons, , and , in: Journal of Machine Learning Research, Accepted for pub, 2009 |
Journal of Physical Agents
| Towards semi-supervised learning of semantic spatial concepts for mobile robots, and , in: Journal of Physical Agents, 2011 |
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Pattern Recognition
| Towards Life-long Learning for Cognitive Systems: Online Independent Support Vector Machine, , , , and , in: Pattern Recognition, Accepted for Pub, 2009 |
Pattern Recognition Letters
| Discriminative cue integration for medical image annotation, , and , in: Pattern Recognition Letters, 2008 |
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Transactions on Neural Systems and Rehabilitation Engineering
| Characterization of a Benchmark Database for Myoelectric Movement Classification, , , , , , , , and , in: Transactions on Neural Systems and Rehabilitation Engineering, 23:73-83, 2014 |
[DOI] |
| The Movement Error Rate for Evaluation of Machine Learning Methods for sEMG-based Hand Movement Classification, , , , and , in: Transactions on Neural Systems and Rehabilitation Engineering:735 - 744, 2014 |
[DOI] |
Interactive Multimodal Information Management (2013)
| 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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| Medical image annotation, , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
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Computer Vision and Pattern Recognition (CVPR), IEEE Conference on (2016)
| When Naïve Bayes Nearest Neighbors Meet Convolutional Neural Networks, , and , in: Computer Vision and Pattern Recognition (CVPR), IEEE Conference on, 2016 |
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German Conference on Pattern Recognition (2015)
| A Deeper Look at Dataset Bias, , , and , in: German Conference on Pattern Recognition, Aachen, Germany, pages 504–516, Springer International Publishing, 2015 |
[DOI] |
Image Analysis and Processing - ICIAP 2015 (2015)
| Transfer Learning through Greedy Subset Selection, , and , in: Image Analysis and Processing - ICIAP 2015, Genoa, Italy, pages 3-14, Springer International Publishing, 2015 |
[DOI] |
Proceedings of the Computer Vision and Pattern Recognition (2014)
| 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] |
Proceedings of the International Conference on Pattern Recognition (2014)
| 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] |
ImageCLEF 2014: Overview and analysis of the results (2014)
| Overview of the ImageCLEF 2014 Domain Adaptation Task, and , in: ImageCLEF 2014: Overview and analysis of the results, 2014 |
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Proceedings of the 22nd International Conference on Pattern Recognition (2014)
| Scene Recognition with Naive Bayes Non-linear Learning, and , in: Proceedings of the 22nd International Conference on Pattern Recognition, Stockholm, pages 3404 - 3409, IEEE, 2014 |
[DOI] |
International Conference on Rehabilitation Robotics (2013)
| Exploiting Accelerometers to Improve Movement Classification for Prosthetics, and , in: International Conference on Rehabilitation Robotics, 2013 |
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Proceedings of the Conference on Computer Vision and Pattern Recognition (2013)
| From N to N+1: Multiclass Transfer Incremental Learning, , and , in: Proceedings of the Conference on Computer Vision and Pattern Recognition, 2013 |
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JMLR W&CP, Volume 29: Asian Conference on Machine Learning (2013)
| Multiclass Latent Locally Linear Support Vector Machines, , and , in: JMLR W&CP, Volume 29: Asian Conference on Machine Learning, Canberra, Australia, pages 229-244, 2013 |
[URL] |
Working Notes, CLEF 2013 (2013)
| Overview of the ImageCLEF 2013 Robot Vision Task, , , and , in: Working Notes, CLEF 2013, 2013 |
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Working Notes of the ImageCLEF 2012 Laboratory (2012)
| Baseline Multimodal Place Classifier for the 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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Asian Conference on Computer Vision (2012)
| Beyond Dataset Bias: Multi-task Unaligned Shared Knowledge Transfer, , , and , in: Asian Conference on Computer Vision, 2012 |
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Proceedings of the Fourth IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics (2012)
| Building the NinaPro Database: a Resource for the Biorobotics Community, , , , , , , , and , in: Proceedings of the Fourth IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics, 2012 |
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Proceedings of the 24th European Medical Informatics Conference (2012)
| Experiences in the Creation of an Electromyography Database to Help Hand Amputated Persons, , , , , , and , in: Proceedings of the 24th European Medical Informatics Conference, 2012 |
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Proceedings of the British Machine Vision Conference (2012)
| Indoor Scene Recognition using Task and Saliency-driven Feature Pooling, and , in: Proceedings of the British Machine Vision Conference, Guildford, UK, 2012 |
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| Leveraging over prior knowledge for online learning of visual categories, , , and , in: Proceedings of the British Machine Vision Conference, 2012 |
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34th Annual Conference of the IEEE Engineering in Medicine & Biology Society (2012)
| On the Challenge of Classifying 52 Hand Movements from Surface Electromyography, , and , in: 34th Annual Conference of the IEEE Engineering in Medicine & Biology Society, 2012 |
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Working Notes of the ImageCLEF 2012 Laboratory (2012)
| Overview of the ImageCLEF 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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Proceedings of the 22nd British Machine Vision Conference (2011)
| 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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Proceedings of the 13th International Conference on Computer Vision (2011)
| Multiclass Transfer Learning from Unconstrained Priors, , and , in: Proceedings of the 13th International Conference on Computer Vision, 2011 |
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IEEE International Conference on Robotics and Automation (2011)
| Towards semi-supervised learning of semantic spatial concepts, and , in: IEEE International Conference on Robotics and Automation, 2011 |
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Visual Surveillance Workshop at ICCV (2011)
| Transferring Activities: Updating Human Behavior Analysis, , , , and , in: Visual Surveillance Workshop at ICCV, 2011 |
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CLEF 2010 Notebook Papers/LABs/Workshops (2010)
| A Multi Cue Discriminative Approach to Semantic Place Classification, , and , in: CLEF 2010 Notebook Papers/LABs/Workshops, 2010 |
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International Conference on Intelligent Robots and Systems (2010)
| Object Recognition using Visuo-Affordance Maps, , , and , in: International Conference on Intelligent Robots and Systems, Taipei, pages 1572-1578, IEEE, 2010 |
[DOI] |
In Proceeding of CVPR 2010, Online Learning for Computer Vision Workshop (2010)
| OM-2: An Online Multi-class Multi-kernel Learning Algorithm, , , , and , in: In Proceeding of CVPR 2010, Online Learning for Computer Vision Workshop, 2010 |
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Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2010)
| 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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Proceedings of IEEE Computer Vision and Pattern Recognition Conference (2010)
| Safety in Numbers: Learning Categories from Few Examples with Multi Model Knowledge Transfer, , and , in: Proceedings of IEEE Computer Vision and Pattern Recognition Conference, San Francisco, CA, pages 3081-3088, IEEE, 2010 |
[DOI] |
CLEF 2010 Notebook Papers/LABs/Workshops (2010)
| The Robot Vision Track at ImageCLEF 2010, , , and , in: CLEF 2010 Notebook Papers/LABs/Workshops, 2010 |
[URL] |