| 2012 | A Clustering-Based Ensemble Technique for Shape Decomposition. | Sergej Lewin, Xiaoyi Jiang, Achim Clausing |
| 2012 | Hierarchical Compositional Representations of Object Structure. | Ales Leonardis |
| 2012 | Support Vector Machines Training Data Selection Using a Genetic Algorithm. | Michal Kawulok, Jakub Nalepa |
| 2012 | Optimization Techniques for Geometric Estimation: Beyond Minimization. | Kenichi Kanatani |
| 2012 | Simultaneous Learning of Localized Multiple Kernels and Classifier with Weighted Regularization. | Naoya Inoue, Yukihiko Yamashita |
| 2012 | A Unified View of Two-Dimensional Principal Component Analyses. | Kohei Inoue, Kenji Hara, Kiichi Urahama |
| 2012 | Compact Form of the Pseudo-inverse Matrix in the Approximation of a Star Graph Using the Conductance Electrical Model (CEM). | Manuel Igelmo, Alberto Sanfeliu |
| 2012 | Sparse Discriminant Analysis Based on the Bayesian Posterior Probability Obtained by L1 Regression. | Akinori Hidaka, Takio Kurita |
| 2012 | A Local Adaptation of the Histogram Radon Transform Descriptor: An Application to a Shoe Print Dataset. | Makoto Hasegawa, Salvatore Tabbone |
| 2012 | Unsupervised Clustering of Human Pose Using Spectral Embedding. | Muhammad Haseeb, Edwin R. Hancock |
| 2012 | 3D Shape Classification Using Commute Time. | Muhammad Haseeb, Edwin R. Hancock |
| 2012 | Face Recognition Using Multilinear Manifold Analysis of Local Descriptors. | Xian-Hua Han, Yen-Wei Chen |
| 2012 | Information Theoretic Prototype Selection for Unattributed Graphs. | Lin Han, Luca Rossi, Andrea Torsello, Richard C. Wilson, Edwin R. Hancock |
| 2012 | A Hierarchical Image Segmentation Algorithm Based on an Observation Scale. | Silvio Jamil Ferzoli Guimares, Jean Cousty, Yukiko Kenmochi, Laurent Najman |
| 2012 | On the Correlation of Graph Edit Distance and L 1 Distance in the Attribute Statistics Embedding Space. | Jaume Gibert, Ernest Valveny, Horst Bunke, Alicia Forns |
| 2012 | Implicit and Explicit Graph Embedding: Comparison of Both Approaches on Chemoinformatics Applications. | Benoit Gazre, Makoto Hasegawa, Luc Brun, Salvatore Tabbone |
| 2012 | Graph Kernels: Crossing Information from Different Patterns Using Graph Edit Distance. | Benoit Gazre, Luc Brun, Didier Villemin |
| 2012 | A Multiple Classifier System for Classification of Breast Lesions Using Dynamic and Morphological Features in DCE-MRI. | Roberta Fusco, Mario Sansone, Antonella Petrillo, Carlo Sansone |
| 2012 | Learning Sparse Kernel Classifiers in the Primal. | Zhouyu Fu, Guojun Lu, Kai Ming Ting, Dengsheng Zhang |
| 2012 | Bidirectional Language Model for Handwriting Recognition. | Volkmar Frinken, Alicia Forns, Josep Llads, Jean-Marc Ogier |
| 2012 | Evolutionary Weighted Mean Based Framework for Generalized Median Computation with Application to Strings. | Lucas Franek, Xiaoyi Jiang |
| 2012 | Complexity of Computing Distances between Geometric Trees. | Aasa Feragen |
| 2012 | Heat Flow-Thermodynamic Depth Complexity in Directed Networks. | Francisco Escolano, Boyan Bonev, Edwin R. Hancock |
| 2012 | Mode Seeking Clustering by KNN and Mean Shift Evaluated. | Robert P. W. Duin, Ana L. N. Fred, Marco Loog, Elzbieta Pekalska |
| 2012 | Automatic Dimensionality Estimation for Manifold Learning through Optimal Feature Selection. | Fadi Dornaika, Ammar Assoum, Bogdan Raducanu |