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CBCL Memos (1993 - 2004)

Research and Teaching Output of the MIT Community

CBCL Memos (1993 - 2004)

 

Recent Submissions

  • Object Detection in Images by Components 
    Mohan, Anuj (1999-08-11)
    In this paper we present a component based person detection system that is capable of detecting frontal, rear and near side views of people, and partially occluded persons in cluttered scenes. The framework that is ...
  • A Note on Support Vector Machines Degeneracy 
    Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro (1999-08-11)
    When training Support Vector Machines (SVMs) over non-separable data sets, one sets the threshold $b$ using any dual cost coefficient that is strictly between the bounds of $0$ and $C$. We show that there exist SVM ...
  • Support Vector Machines: Training and Applications 
    Osuna, Edgar; Freund, Robert; Girosi, Federico (1997-03-01)
    The Support Vector Machine (SVM) is a new and very promising classification technique developed by Vapnik and his group at AT&T Bell Labs. This new learning algorithm can be seen as an alternative training technique ...
  • An Equivalence Between Sparse Approximation and Support Vector Machines 
    Girosi, Federico (1997-05-01)
    In the first part of this paper we show a similarity between the principle of Structural Risk Minimization Principle (SRM) (Vapnik, 1982) and the idea of Sparse Approximation, as defined in (Chen, Donoho and Saunders, ...
  • Rotation Invariant Object Recognition from One Training Example 
    Yokono, Jerry Jun; Poggio, Tomaso (2004-04-27)
    Local descriptors are increasingly used for the task of object recognition because of their perceived robustness with respect to occlusions and to global geometrical deformations. Such a descriptor--based on a set of ...
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