Shape Model Survey
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List of papers
- Agarwal, Awan & Roth. Learning to Detect Objects in Images via a Sparse, Part-Based Representation. PAMI04 pdf
- Agarwal & Triggs. Hyperfeatures – Multilevel Local Coding for Visual Recognition. ECCV06 pdf
- Belongie, Malik & Puzicha. Shape Matching and Object Recognition Using Shape Contexts. PAMI02 project page
- Berg, Berg & Malik. Shape Matching and Object Recognition using Low Distortion Correspondence. CVPR05 project page
- Berg & Malik. Geometric Blur for Template Matching. CVPR 2001. pdf
- Cootes & Taylor. Active Appearance Models. PAMI01 (pdf?)
- Deng, Mortensen, Shapiro, Dietterich. Reinforcement Matching Using Region Context. CVPR 2006. pdf
- Dollár, Babenko, Belongie, Perona & Tu. Multiple Component Learning. ECCV08 pdf
- P. Felzenszwalb, D. McAllester, D. Ramanan. A Discriminatively Trained, Multiscale, Deformable Part Model. CVPR 2008. PDF
- P. Felzenszwalb, R. Girshick, D. McAllester, D. Ramanan. Discriminatively Trained Mixtures of Deformable Part Models. PASCAL VOC Challenge 2008. PDF
- R. Fergus, P. Perona, and A. Zisserman. Object Class Recognition by Unsupervised Scale-Invariant Learning. CVPR 2003. PDF
- R. Fergus. Visual Object Category Recognition. PhD Thesis. 2005. PDF
- R. Fergus, P. Perona, and A. Zisserman. A Sparse Object Category Model for Efficient Learning and Exhaustive Recognition. CVPR 2005. PDF
- M.A Fischler, R.A. Elschlager. The Representation and Matching of Pictorial Structures. 1973. pdf
- Grauman & Darrell. The Pyramid Match Kernel: Discriminative Classification with Sets of Image Features. ICCV05. project page
- Jurie & Triggs. Creating efficient codebooks for visual recognition. ICCV05 pdf
- Lazebnik, Schmid & Ponce. A Maximum Entropy Framework for Part-Based Texture and Object Recognition. ICCV 05 pdf
- Lazebnik, Schmid & Ponce. Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories pdf
- Lowe. Distinctive image features from scale-invariant keypoints. IJCV04 pdf
- Marszałek & Schmid. Spatial Weighting for Bag-of-Features. CVPR06 pdf
- E. Shechtman and M. Irani, Matching Local Self-Similarities across Images and Videos. CVPR 2007 pdf
- Viola & Jones. Fast multi-view face detection. CVPR01 pdf
- Weber, Welling, & Perona. Unsupervised learning of models for recognition. ECCV00 pdf
Classification Suggestion
- Geometric (affine 2d/3d - rigid)
- Graphic models (constellation model)
- Weak spatial models (spatial pyramid)
- Learning driven (pairwise relationships)
- deformation models
Issues
- Sampling density
- Computational Tractibility
- detection vs. categorization, specific object
- database
- interest point detectors
Related links
- Active Shape Model (just an example)
- Constellation Model Wiki-page