| 2024 | ICIP | How to Train Your VAE. | Mariano Rivera |
| 2023 | ICASSP | Hadamard Layer to Improve Semantic Segmentation. | Angello Hoyos, Mariano Rivera |
| 2011 | PSIVT | Improved Diffusion Basis Functions Fitting and Metric Distance for Brain Axon Fiber Estimation. | Ramn Aranda, Mariano Rivera, Alonso Ramirez-Manzanares |
| 2011 | PSIVT | Learning and Regularizing Motion Models for Enhancing Particle Filter-Based Target Tracking. | Francisco Madrigal, Mariano Rivera, Jean-Bernard Hayet |
| 2010 | ISVC | Optical Flow Estimation with Prior Models Obtained from Phase Correlation. | Alfonso Alba, Edgar Arce Santana, Mariano Rivera |
| 2009 | IWCIA | A General Bayesian Markov Random Field Model for Probabilistic Image Segmentation. | Oscar Dalmau Cedeo, Mariano Rivera |
| 2008 | CVPR | A probabilistic segmentation method for the identification of luminal borders in intravascular ultrasound images. | Eduardo Gerardo Mendizabal Ruiz, Mariano Rivera, Ioannis A. Kakadiaris |
| 2008 | CVPR | Robust regularization for the estimation of intra-voxel axon fiber orientations. | Alonso Ramirez-Manzanares, Hui Zhang, Mariano Rivera, James C. Gee |
| 2008 | ICPR | Image segmentation by convex quadratic programming. | Mariano Rivera, Oscar Dalmau Cedeo, Josue Tago |
| 2007 | CIARP | Surface-Normal Estimation with Neighborhood Reorganization for 3D Reconstruction. | Flix Caldern, Ubaldo Ruiz, Mariano Rivera |
| 2007 | ICCV | Computing the Alpha-Channel with Probabilistic Segmentation for Image Colorization. | Oscar Dalmau Cedeo, Mariano Rivera, Pedro Pablo Mayorga |
| 2007 | ICCV | Quadratic Markovian Probability Fields for Image Binary Segmentation. | Mariano Rivera, Pedro Pablo Mayorga |
| 2004 | BMVC | Two--level MRF Models for Image Restoration and Segmentation. | Mariano Rivera, James C. Gee |
| 2002 | ECCV | Image Segmentation by Flexible Models Based on Robust Regularized Networks. | Mariano Rivera, James C. Gee |
| 2002 | ECCV | Adaptive Rest Condition Potentials: Second Order Edge-Preserving Regularization. | Mariano Rivera, Jos L. Marroqun |
| 2000 | ICIP | The Adaptive Rest Condition Spring System: An Edge-Preserving Regularization Techique. | Mariano Rivera, Jos L. Marroqun |