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The Individual is Nothing, the Class Everything: Psychophysics and Modeling of Recognition in Obect Classes 

Riesenhuber, Maximilian; Poggio, Tomaso (2000-05-01)
Most psychophysical studies of object recognition have focussed on the recognition and representation of individual objects subjects had previously explicitely been trained on. Correspondingly, modeling studies have often ...
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People Recognition in Image Sequences by Supervised Learning 

Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso (2000-06-01)
We describe a system that learns from examples to recognize people in images taken indoors. Images of people are represented by color-based and shape-based features. Recognition is carried out through combinations of Support ...
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Feature Selection for Face Detection 

Serre, Thomas; Heisele, Bernd; Mukherjee, Sayan; Poggio, Tomaso (2000-09-01)
We present a new method to select features for a face detection system using Support Vector Machines (SVMs). In the first step we reduce the dimensionality of the input space by projecting the data into a subset of ...
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Learning-Based Approach to Estimation of Morphable Model Parameters 

Kumar, Vinay; Poggio, Tomaso (2000-09-01)
We describe the key role played by partial evaluation in the Supercomputing Toolkit, a parallel computing system for scientific applications that effectively exploits the vast amount of parallelism exposed by partial ...
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Face Detection in Still Gray Images 

Heisele, Bernd; Poggio, Tomaso; Pontil, Massimiliano (2000-05-01)
We present a trainable system for detecting frontal and near-frontal views of faces in still gray images using Support Vector Machines (SVMs). We first consider the problem of detecting the whole face pattern by a single ...
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Computational Models of Object Recognition in Cortex: A Review 

Riesenhuber, Maximilian; Poggio, Tomaso (2000-08-07)
Understanding how biological visual systems perform object recognition is one of the ultimate goals in computational neuroscience. Among the biological models of recognition the main distinctions are between feedforward ...
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A Trainable System for Object Detection in Images and Video Sequences 

Papageorgiou, Constantine P. (2000-05-01)
This thesis presents a general, trainable system for object detection in static images and video sequences. The core system finds a certain class of objects in static images of completely unconstrained, cluttered scenes ...
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A Note on the Generalization Performance of Kernel Classifiers with Margin 

Evgeniou, Theodoros; Pontil, Massimiliano (2000-05-01)
We present distribution independent bounds on the generalization misclassification performance of a family of kernel classifiers with margin. Support Vector Machine classifiers (SVM) stem out of this class of machines. The ...

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AuthorPoggio, Tomaso (6)Heisele, Bernd (3)Pontil, Massimiliano (3)Evgeniou, Theodoros (1)Kumar, Vinay (1)Mukherjee, Sayan (1)Nakajima, Chikahito (1)Papageorgiou, Constantine P. (1)Riesenhuber, Maximilian (1)Riesenhuber, Maximilian (1)... View MoreSubjectAI (2)Artificial Intelligence (2)MIT (2)car detection (1)EM algorithm (1)face detection (1)kernel classifiers (1)missing data (1)mixture models (1)neural networks (1)... View MoreDate Issued
2000 (8)
Has File(s)Yes (8)

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