Top Cited Papers: CVPR 2003

Curated Papers:

Object class recognition by unsupervised scale-invariant learning

Abstract

We present a method to learn and recognize object class models from unlabeled and unsegmented cluttered scenes in a scale invariant manner. Objects are modeled as flexible constellations of parts. A probabilistic representation is used for all aspects of the object: shape, appearance, occlusion and relative scale. An entropy-based feature detector is used to select regions and their scale within the image. In learning the parameters of the scale-invariant object model are estimated. This is done using expectation-maximization in a maximum-likelihood setting. In recognition, this model is used in a Bayesian manner to classify images. The flexible nature of the model is demonstrated by excellent results over a range of datasets including geometrically constrained classes (e.g. faces, cars) and flexible objects (such as animals).

Full List

  1. Object class recognition by unsupervised scale-invariant learning R. Fergus;P. Perona;A. Zisserman Publication Year: 2003,Page(s):II – II Cited by: Papers (1049) | Patents (78)
  2. Mean-shift blob tracking through scale space R.T. Collins Publication Year: 2003,Page(s):II – 234 Cited by: Papers (415) | Patents (9)
  3. Analyzing appearance and contour based methods for object categorization B. Leibe;B. Schiele Publication Year: 2003,Page(s):II – 409 Cited by: Papers (376) | Patents (2)
  4. A performance evaluation of local descriptors K. Mikolajczyk;C. Schmid Publication Year: 2003,Page(s):II – II Cited by: Papers (374) | Patents (14)
  5. Object removal by exemplar-based inpainting A. Criminisi;P. Perez;K. Toyama Publication Year: 2003,Page(s):II – II Cited by: Papers (311) | Patents (44)
  6. Word image matching using dynamic time warping T.M. Rath;R. Manmatha Publication Year: 2003,Page(s):II – II Cited by: Papers (233) | Patents (4)
  7. Texture classification: are filter banks necessary? M. Varma;A. Zisserman Publication Year: 2003,Page(s):II – 691 Cited by: Papers (182) | Patents (7)
  8. Multilinear subspace analysis of image ensembles M.A.O. Vasilescu;D. Terzopoulos Publication Year: 2003,Page(s):II – 93 Cited by: Papers (170) | Patents (4)
  9. Estimating 3D hand pose from a cluttered image V. Athitsos;S. Sclaroff Publication Year: 2003,Page(s):II – 432 Cited by: Papers (156) | Patents (14)
  10. Bayesian human segmentation in crowded situations Tao Zhao;R. Nevatia Publication Year: 2003,Page(s):II – 459 Cited by: Papers (131) | Patents (9)
  11. Spacetime stereo: shape recovery for dynamic scenes Li Zhang;B. Curless;S.M. Seitz Publication Year: 2003,Page(s):II – 367 Cited by: Papers (129) | Patents (30)
  12. Using many cameras as one R. Pless Publication Year: 2003,Page(s):II – 587 Cited by: Papers (126) | Patents (2)
  13. Eye gaze tracking using an active stereo head D. Beymer;M. Flickner Publication Year: 2003,Page(s):II – 451 Cited by: Papers (114) | Patents (16)
  14. Active unsupervised texture segmentation on a diffusion based feature space M. Rousson;T. Brox;R. Deriche Publication Year: 2003,Page(s):II – 699 Cited by: Papers (110) | Patents (1)
  15. Finding and tracking people from the bottom up D. Ramanan;D.A. Forsyth Publication Year: 2003,Page(s):II – II Cited by: Papers (110) | Patents (9)
  16. An efficient solution to the five-point relative pose problem D. Nister Publication Year: 2003,Page(s):II – 195 Cited by: Papers (107) | Patents (2)
  17. Background subtraction based on cooccurrence of image variations M. Seki;T. Wada;H. Fujiwara;K. Sumi Publication Year: 2003,Page(s):II – II Cited by: Papers (86) | Patents (5)
  18. What is the space of camera response functions? M.D. Grossberg;S.K. Nayar Publication Year: 2003,Page(s):II – 602 Cited by: Papers (82) | Patents (18)
  19. Image hallucination with primal sketch priors Jian Sun;Nan-Ning Zheng;Hai Tao;Heung-Yeung Shum Publication Year: 2003,Page(s):II – 729 Cited by: Papers (76) | Patents (3)
  20. Learning affinity functions for image segmentation: combining patch-based and gradient-based approaches C. Fowlkes;D. Martin;J. Malik Publication Year: 2003,Page(s):II – 54 Cited by: Papers (70) | Patents (3)
  21. Activity recognition using the dynamics of the configuration of interacting objects N. Vaswani;A. Roy Chowdhury;R. Chellappa Publication Year: 2003,Page(s):II – 633 Cited by: Papers (69)
  22. Automated feature-based range registration of urban scenes of large scale I. Stamos;M. Leordeanu Publication Year: 2003,Page(s):II – Ii Cited by: Papers (65) | Patents (1)
  23. Scene detection in Hollywood movies and TV shows Z. Rasheed;M. Shah Publication Year: 2003,Page(s):II – 343 Cited by: Papers (65) | Patents (5)
  24. Enhancing image and video retrieval: learning via equivalence constraints T. Hertz;N. Shental;A. Bar-Hillel;D. Weinshall Publication Year: 2003,Page(s):II – 668 Cited by: Papers (63)
  25. 3D object modeling and recognition using affine-invariant patches and multi-view spatial constraints F. Rothganger;S. Lazebnik;C. Schmid;J. Ponce Publication Year: 2003,Page(s):II – 272 Cited by: Papers (62) | Patents (19)

Source:

https://ieeexplore.ieee.org/xpl/conhome/8603/proceeding?rowsPerPage=25&sortType=paper-citations

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