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
2008
| The DIRAC AWEAR Audio-Visual Platform for Detection of Unexpected and Incongruent Events, , , , , , , , , , , , , and , in: Proceedings of the International Conference on Multimodal Interfaces, 2008 |
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| 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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| Towards Robust Place Recognition for Robot Localization, , , , , and , in: IEEE International Conference on Robotics ad Automation, 2008 |
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2007
| Classifying Materials in the Real World, , , and , Idiap-RR-69-2007 |
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| CLEF2007 Image Annotation Task: an SVM-based Cue Integration Approach, , and , in: Proceedings of ImageCLEF 2007 -LNCS, 2007 |
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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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| Discriminative Cue Integration for Medical Image Annotation, , and , Idiap-RR-64-2007 |
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| Incremental Learning for Place Recognition in Dynamic Environments, , , and , in: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS07), 2007 |
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| Indoor Place Recognition using Online Independent Support Vector Machines, , , , and , in: 18th British Machine Vision Conference (BMVC07), 2007 |
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| Local velocity-adapted motion events for spatio-temporal recognition, , and , in: Computer Vision and Image Undertanding, 108(3), 2007 |
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| Object Category Detection using Audio-visual Cues, , , , and , Idiap-RR-58-2007 |
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| On-line Independent Support Vector Machines for Cognitive Systems, , , , and , Idiap-RR-63-2007 |
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| SVM-based Transfer of Visual Knowledge Across Robotic Platforms, , and , in: International Conference on Computer Vision Systems (ICVS07), 2007 |
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| The COLD Database, , , , and , Idiap-RR-49-2007 |
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2006
| A Discriminative Approach to Robust Visual Place Recognition, , , and , in: IEEE International Conference on Intelligent RObot Systems (IROS), 2006 |
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| Incremental Learning for Place Recognition in Dynamic Environments, , , and , Idiap-RR-52-2006 |
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| Kernel Methods for Melanoma Recognition, , and , in: Medical Informatics in Europe (MIE), 2006 |
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| Kernel Methods for Melanoma Recognition, , and , in: Proceedings of Workshop on Computer Vision Approaches to Medical Image Analysis (CVAMIA) 2006), 2006 |
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| Melanoma Recognition using Kernel Classifiers, , and , Idiap-RR-53-2006 |
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| Melanoma Recognition Using Representative and Discriminative Kernel Classifiers, , and , in: International Workshop on Computer Vision Applications for Medical Image Analysis, 2006 |
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| Spin Glass Models of Markov Random Fields, , in: International Journal on Image, Systems and Technology, 16(5), 2006 |
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| SVM-based Transfer of Visual Knowledge Across Robotic Platforms, , and , Idiap-RR-65-2006 |
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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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2004
| Cue integration through discriminative accumulation, and , in: International Conference on Computer Vision and Pattern Recognition, 2004 |
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