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 recency
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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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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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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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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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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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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The Robot Vision Track at ImageCLEF 2010, , , and , in: CLEF 2010 Notebook Papers/LABs/Workshops, 2010 |
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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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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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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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Medical image annotation, , in: Interactive Multimodal Information Management, EPFL Press, 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 |
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Learning to learn new models of human activities in indoor settings1, , , and , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
Overview of the ImageCLEF 2013 Robot Vision Task, , , and , in: Working Notes, CLEF 2013, 2013 |
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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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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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Overview of the ImageCLEF 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
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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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Beyond Dataset Bias: Multi-task Unaligned Shared Knowledge Transfer, , , and , in: Asian Conference on Computer Vision, 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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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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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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Improving Control of Dexterous Hand Prostheses Using Adaptive Learning, , , and , Idiap-RR-07-2012 |
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Improving Control of Dexterous Hand Prostheses Using Adaptive Learning, , , and , in: IEEE TRANSACTIONS ON ROBOTICS, 2012 |
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Transfer Learning of Visual Concepts across Robots: a Discriminative Approach, , and , Idiap-RR-06-2012 |
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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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Overview of the CLEF 2009 medical image annotation track, , , , and , in: Workshop of the Cross-Language Evaluation Forum, Corfu, Greece, pages 85-93, Springer Berlin Heidelberg, 2009 |
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Object Recognition using Visuo-Affordance Maps, , , and , in: International Conference on Intelligent Robots and Systems, Taipei, pages 1572-1578, IEEE, 2010 |
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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 |
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Transferring Activities: Updating Human Behavior Analysis, , , , and , in: Visual Surveillance Workshop at ICCV, 2011 |
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