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
2016
| Scalable greedy algorithms for transfer learning, , and , in: Computer Vision and Image Understanding, 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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2015
| A Deeper Look at Dataset Bias, , , and , in: German Conference on Pattern Recognition, Aachen, Germany, pages 504–516, Springer International Publishing, 2015 |
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| Transfer Learning through Greedy Subset Selection, , and , Idiap-RR-26-2015 |
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| Transfer Learning through Greedy Subset Selection, , and , in: Image Analysis and Processing - ICIAP 2015, Genoa, Italy, pages 3-14, Springer International Publishing, 2015 |
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2014
| Characterization of a Benchmark Database for Myoelectric Movement Classification, , , , , , , , and , in: Transactions on Neural Systems and Rehabilitation Engineering, 23:73-83, 2014 |
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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 |
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| 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 |
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| Overview of the ImageCLEF 2014 Domain Adaptation Task, and , in: ImageCLEF 2014: Overview and analysis of the results, 2014 |
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| 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 |
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| Stable Myoelectric Control of a Hand Prosthesis using Non-Linear Incremental Learning, , , , , , , and , in: Frontiers in Neurorobotics, 8, 2014 |
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| 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 |
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2013
| Exploiting Accelerometers to Improve Movement Classification for Prosthetics, and , in: International Conference on Rehabilitation Robotics, 2013 |
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| 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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| Learning Categories from Few Examples with Multi Model Knowledge Transfer, , and , Idiap-RR-16-2013 |
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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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| Medical image annotation, , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
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| 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 |
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| Overview of the ImageCLEF 2013 Robot Vision Task, , , and , in: Working Notes, CLEF 2013, 2013 |
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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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| Beyond Dataset Bias: Multi-task Unaligned Shared Knowledge Transfer, , , and , in: Asian Conference on Computer Vision, 2012 |
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| 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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| 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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| Improving Control of Dexterous Hand Prostheses Using Adaptive Learning, , , and , in: IEEE TRANSACTIONS ON ROBOTICS, 2012 |
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| Improving Control of Dexterous Hand Prostheses Using Adaptive Learning, , , and , Idiap-RR-07-2012 |
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| 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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| 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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| Overview of the ImageCLEF 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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| Transfer Learning of Visual Concepts across Robots: a Discriminative Approach, , and , Idiap-RR-06-2012 |
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2011
| 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 from Images with Captions Using the Maximum Margin Set Algorithm, , , and , Idiap-RR-30-2011 |
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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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