Curated Papers:
Dimensionality Reduction by Learning an Invariant Mapping
Dimensionality reduction involves mapping a set of high dimensional input points onto a low dimensional manifold so that ‘similar” points in input space are mapped to nearby points on the manifold. We present a method – called Dimensionality Reduction by Learning an Invariant Mapping (DrLIM) – for learning a globally coherent nonlinear function that maps the data evenly to the output manifold. The learning relies solely on neighborhood relationships and does not require any distancemeasure in the input space. The method can learn mappings that are invariant to certain transformations of the inputs, as is demonstrated with a number of experiments. Comparisons are made to other techniques, in particular LLE.
Full List:
- Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories S. Lazebnik;C. Schmid;J. Ponce Publication Year: 2006,Page(s):2169 – 2178 Cited by: Papers (3601) | Patents (132)
- Scalable Recognition with a Vocabulary Tree D. Nister;H. Stewenius Publication Year: 2006,Page(s):2161 – 2168 Cited by: Papers (1773) | Patents (158)
- Dimensionality Reduction by Learning an Invariant Mapping R. Hadsell;S. Chopra;Y. LeCun Publication Year: 2006,Page(s):1735 – 1742 Cited by: Papers (643) | Patents (10)
- SVM-KNN: Discriminative Nearest Neighbor Classification for Visual Category Recognition Hao Zhang;A.C. Berg;M. Maire;J. Malik Publication Year: 2006,Page(s):2126 – 2136 Cited by: Papers (488) | Patents (9)
- Using Multiple Segmentations to Discover Objects and their Extent in Image Collections B.C. Russell;W.T. Freeman;A.A. Efros;J. Sivic;A. Zisserman Publication Year: 2006,Page(s):1605 – 1614 Cited by: Papers (351) | Patents (10)
- Fast Human Detection Using a Cascade of Histograms of Oriented Gradients Qiang Zhu;Mei-Chen Yeh;Kwang-Ting Cheng;S. Avidan Publication Year: 2006,Page(s):1491 – 1498 Cited by: Papers (288) | Patents (86)
- A Visual Vocabulary for Flower Classification M.-E. Nilsback;A. Zisserman Publication Year: 2006,Page(s):1447 – 1454 Cited by: Papers (269) | Patents (1)
- Blind Haze Separation S. Shwartz;E. Namer;Y.Y. Schechner Publication Year: 2006,Page(s):1984 – 1991 Cited by: Papers (256) | Patents (5)
- CSIFT: A SIFT Descriptor with Color Invariant Characteristics A.E. Abdel-Hakim;A.A. Farag Publication Year: 2006,Page(s):1978 – 1983 Cited by: Papers (224) | Patents (5)
- Person Reidentification Using Spatiotemporal Appearance N. Gheissari;T.B. Sebastian;R. Hartley Publication Year: 2006,Page(s):1528 – 1535 Cited by: Papers (217) | Patents (7)
- Putting Objects in Perspective D. Hoiem;A.A. Efros;M. Hebert Publication Year: 2006,Page(s):2137 – 2144 Cited by: Papers (212) | Patents (13)
- Supervised Learning of Edges and Object Boundaries P. Dollar;Zhuowen Tu;S. Belongie Publication Year: 2006,Page(s):1964 – 1971 Cited by: Papers (204) | Patents (9)
- An Integrated Model of Top-Down and Bottom-Up Attention for Optimizing Detection Speed V. Navalpakkam;L. Itti Publication Year: 2006,Page(s):2049 – 2056 Cited by: Papers (162) | Patents (21)
- Learning Distance Metrics with Contextual Constraints for Image Retrieval S.C.H. Hoi;Wei Liu;M.R. Lyu;Wei-Ying Ma Publication Year: 2006,Page(s):2072 – 2078 Cited by: Papers (135) | Patents (1)
- Multi-View Stereo Revisited M. Goesele;B. Curless;S.M. Seitz Publication Year: 2006,Page(s):2402 – 2409 Cited by: Papers (128) | Patents (30)
- Towards Multi-View Object Class Detection A. Thomas;V. Ferrar;B. Leibe;T. Tuytelaars;B. Schiel;L. Van Gool Publication Year: 2006,Page(s):1589 – 1596 Cited by: Papers (122)
- Recognition of Composite Human Activities through Context-Free Grammar Based Representation M.S. Ryoo;J.K. Aggarwal Publication Year: 2006,Page(s):1709 – 1718 Cited by: Papers (103) | Patents (6)
- Measure Locally, Reason Globally: Occlusion-sensitive Articulated Pose Estimation L. Sigal;M.J. Black Publication Year: 2006,Page(s):2041 – 2048 Cited by: Papers (102) | Patents (6)
- Reconstructing Occluded Surfaces Using Synthetic Apertures: Stereo, Focus and Robust Measures V. Vaish;M. Levoy;R. Szeliski;C.L. Zitnick;Sing Bing Kang Publication Year: 2006,Page(s):2331 – 2338 Cited by: Papers (96) | Patents (145)
- A Dynamic Bayesian Network Model for Autonomous 3D Reconstruction from a Single Indoor Image E. Delage;Honglak Lee;A.Y. Ng Publication Year: 2006,Page(s):2418 – 2428 Cited by: Papers (95) | Patents (1)
- Correlated Label Propagation with Application to Multi-label Learning Feng Kang;Rong Jin;R. Sukthankar Publication Year: 2006,Page(s):1719 – 1726 Cited by: Papers (95) | Patents (19)
- Discriminative Object Class Models of Appearance and Shape by Correlatons S. Savarese;J. Winn;A. Criminisi Publication Year: 2006,Page(s):2033 – 2040 Cited by: Papers (95) | Patents (7)
- Animals on the Web T.L. Berg;D.A. Forsyth Publication Year: 2006,Page(s):1463 – 1470 Cited by: Papers (87) | Patents (4)
- 3D Building Detection and Modeling from Aerial LIDAR Data V. Verma;R. Kumar;S. Hsu Publication Year: 2006,Page(s):2213 – 2220 Cited by: Papers (85) | Patents (13)
- Particle Video: Long-Range Motion Estimation using Point Trajectories P. Sand;S. Teller Publication Year: 2006,Page(s):2195 – 2202 Cited by: Papers (79) | Patents (5)
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