| 2012 | A Comparison between Structural and Embedding Methods for Graph Classification. | Albert Sol-Ribalta, Xavier Corts, Francesc Serratosa |
| 2012 | Novel Gabor-PHOG Features for Object and Scene Image Classification. | Atreyee Sinha, Sugata Banerji, Chengjun Liu |
| 2012 | Graph Database Retrieval Based on Metric-Trees. | Francesc Serratosa, Xavier Corts, Albert Sol-Ribalta |
| 2012 | Recognition of Long-Term Behaviors by Parsing Sequences of Short-Term Actions with a Stochastic Regular Grammar. | Gerard Sanroma, Gertjan J. Burghouts, Klamer Schutte |
| 2012 | Extended Fisher Criterion Based on Auto-correlation Matrix Information. | Hitoshi Sakano, Tsukasa Ohashi, Akisato Kimura, Hiroshi Sawada, Katsuhiko Ishiguro |
| 2012 | Colour Matching Function Learning. | Luis Romero-Ortega, Antonio Robles-Kelly |
| 2012 | On the Relation between the Common Labelling and the Median Graph. | Nicola Rebagliati, Albert Sol-Ribalta, Marcello Pelillo, Francesc Serratosa |
| 2012 | Out-of-Sample Embedding by Sparse Representation. | Bogdan Raducanu, Fadi Dornaika |
| 2012 | A New Index Based on Sparsity Measures for Comparing Fuzzy Partitions. | Romain Quere, Carl Frlicot |
| 2012 | Online Metric Learning Methods Using Soft Margins and Least Squares Formulations. | Adrian Perez-Suay, Francesc J. Ferri |
| 2012 | A Heuristic Based on the Intrinsic Dimensionality for Reducing the Number of Cyclic DTW Comparisons in Shape Classification and Retrieval Using AESA. | Vicente Palazn-Gonzlez, Andrs Marzal |
| 2012 | Estimation, Learning, and Adaptation: Systems That Improve with Use. | George Nagy |
| 2012 | Infinite Sparse Factor Analysis for Blind Source Separation in Reverberant Environments. | Kohei Nagira, Takuma Otsuka, Hiroshi G. Okuno |
| 2012 | Binary Gabor Statistical Features for Palmprint Template Protection. | Meiru Mu, Qiuqi Ruan, Xiaoying Shao, Luuk J. Spreeuwers, Raymond N. J. Veldhuis |
| 2012 | Alignment and Morphing for the Boundary Curves of Anatomical Organs. | Keiko Morita, Atsushi Imiya, Tomoya Sakai, Hidekaka Hontan, Yoshitaka Masutani |
| 2012 | One-Sided Prototype Selection on Class Imbalanced Dissimilarity Matrices. | Mnica Milln-Giraldo, Vicente Garca, Jos Salvador Snchez |
| 2012 | Large Scale Experiments on Fingerprint Liveness Detection. | Gian Luca Marcialis, Luca Ghiani, Katja Vetter, Dirk Morgeneier, Fabio Roli |
| 2012 | Conditional Variance of Differences: A Robust Similarity Measure for Matching and Registration. | Atsuto Maki, Riccardo Gherardi |
| 2012 | Improving Fuzzy Multilevel Graph Embedding through Feature Selection Technique. | Muhammad Muzzamil Luqman, Jean-Yves Ramel, Josep Llads |
| 2012 | Feature Selection Using Counting Grids: Application to Microarray Data. | Pietro Lovato, Manuele Bicego, Marco Cristani, Nebojsa Jojic, Alessandro Perina |
| 2012 | 2D Shapes Classification Using BLAST. | Pietro Lovato, Manuele Bicego |
| 2012 | Constrained Log-Likelihood-Based Semi-supervised Linear Discriminant Analysis. | Marco Loog, Are Charles Jensen |
| 2012 | The Dipping Phenomenon. | Marco Loog, Robert P. W. Duin |
| 2012 | Change-Point Detection in Time-Series Data by Relative Density-Ratio Estimation. | Song Liu, Makoto Yamada, Nigel Collier, Masashi Sugiyama |
| 2012 | Validation of Network Classifiers. | James Li, Abdullah Sonmez, Zehra Cataltepe, Eric Bax |