The Adaptive Rest Condition Spring System: An Edge-Preserving Regularization Techique. - Mariano Rivera; José L. Marroquín (ICIP, 2000)

Gauss-Markov Measure Field Models for Low-Level Vision. - José L. Marroquín; Fernando A. Velasco; Mariano Rivera; Miguel Nakamura (IEEE Trans. Pattern Anal. Mach. Intell., 2001)

Image Segmentation by Flexible Models Based on Robust Regularized Networks. - Mariano Rivera; James C. Gee (ECCV (3), 2002)

Adaptive Rest Condition Potentials: Second Order Edge-Preserving Regularization. - Mariano Rivera; José L. Marroquín (ECCV (1), 2002)

Non-rigid registration of diffusion tensor MR images. - James C. Gee; Daniel C. Alexander; Mariano Rivera; Jeffrey T. Duda (ISBI, 2002)

Novel spatial interaction prior for Bayesian image segmentation and restoration. - Mariano Rivera; James C. Gee (Image Processing, 2002)

Adaptive Rest Condition Potentials: First and Second Order Edge-Preserving Regularization. - Mariano Rivera; José L. Marroquín (Comput. Vis. Image Underst., 2002)

A method for non-rigid registration of diffusion tensor magnetic resonance images. - Jeffrey T. Duda; Mariano Rivera; Daniel C. Alexander; James C. Gee (Image Processing, 2003)

Efficient half-quadratic regularization with granularity control. - Mariano Rivera; José L. Marroquín (Image Vis. Comput., 2003)

Two–level MRF Models for Image Restoration and Segmentation. - Mariano Rivera; James C. Gee (BMVC, 2004)

Basis Pursuit Based Algorithm for Intra-Voxel Recovering Information in DW-MRI.. - Alonso Ramirez-Manzanares; Mariano Rivera (ENC, 2005)

Entropy Controlled Gauss-Markov Random Measure Field Models for Early Vision. - Mariano Rivera; Omar Ocegueda; José L. Marroquín (VLSM, 2005)

Probabilistic Rules for Automatic Texture Segmentation. - Justino Ramírez; Mariano Rivera (MICAI, 2006)

Basis Tensor Decomposition for Restoring Intra-Voxel Structure and Stochastic Walks for Inferring Brain Connectivity in DT-MRI. - Alonso Ramirez-Manzanares; Mariano Rivera (Int. J. Comput. Vis., 2006)

Surface-Normal Estimation with Neighborhood Reorganization for 3D Reconstruction. - Félix Calderón; Ubaldo Ruiz 001; Mariano Rivera (CIARP, 2007)

Computing the Alpha-Channel with Probabilistic Segmentation for Image Colorization. - Oscar Dalmau Cedeño; Mariano Rivera; Pedro Pablo Mayorga (ICCV, 2007)

Quadratic Markovian Probability Fields for Image Binary Segmentation. - Mariano Rivera; Pedro Pablo Mayorga (ICCV, 2007)

A Variational Approach for Multi-valued Velocity Field Estimation in Transparent Sequences. - Alonso Ramirez-Manzanares; Mariano Rivera; Pierre Kornprobst; François Lauze (SSVM, 2007)

Entropy-Controlled Quadratic Markov Measure Field Models for Efficient Image Segmentation. - Mariano Rivera; Omar Ocegueda; José L. Marroquín (IEEE Trans. Image Process., 2007)

Diffusion Basis Functions Decomposition for Estimating White Matter Intravoxel Fiber Geometry. - Alonso Ramirez-Manzanares; Mariano Rivera; Baba C. Vemuri; Paul R. Carney; Thomas H. Mareci (IEEE Trans. Medical Imaging, 2007)

A probabilistic segmentation method for the identification of luminal borders in intravascular ultrasound images. - Eduardo Gerardo Mendizabal Ruiz; Mariano Rivera; Ioannis A. Kakadiaris (CVPR, 2008)

Robust regularization for the estimation of intra-voxel axon fiber orientations. - Alonso Ramirez-Manzanares; Hui Zhang 005; Mariano Rivera; James C. Gee (CVPR Workshops, 2008)

Image segmentation by convex quadratic programming. - Mariano Rivera; Oscar Dalmau Cedeño; Josue Tago (ICPR, 2008)

A General Bayesian Markov Random Field Model for Probabilistic Image Segmentation. - Oscar Dalmau Cedeño; Mariano Rivera (IWCIA, 2009)

Denoising Intra-voxel Axon Fiber Orientations by Means of ECQMMF Method. - Alonso Ramirez-Manzanares; Mariano Rivera; James C. Gee (MICAI, 2009)

Spatial Sampling for Image Segmentation. - Mariano Rivera; Oscar Dalmau Cedeño; Washington Mio (ISCIS, 2010)

Optical Flow Estimation with Prior Models Obtained from Phase Correlation. - Alfonso Alba; Edgar Arce Santana; Mariano Rivera (ISVC (1), 2010)

Massive Particles for Brain Tractography. - Ramón Aranda; Mariano Rivera; Alonso Ramirez-Manzanares; Manzar Ashtari; James C. Gee (MICAI (1), 2010)

One Trilateral Filter Based on Surface Normal. - Félix Calderón; Mariano Rivera (MICAI (1), 2010)

Beta-Measure for Probabilistic Segmentation. - Oscar Dalmau Cedeño; Mariano Rivera (MICAI (1), 2010)

Binary Segmentation of Video Sequences in Real Time. - Francisco J. Hernandez-Lopez; Mariano Rivera (MICAI (Special Sessions), 2010)

Robust Spatial Regularization and Velocity Layer Separation for Optical Flow Computation on Transparent Sequences. - Alonso Ramirez-Manzanares; Abel Palafox-Gonzalez; Mariano Rivera (MICAI (1), 2010)

Bayesian Scheme for Interactive Colourization, Recolourization and Image/Video Editing. - Oscar Dalmau Cedeño; Mariano Rivera; Teresa E. Alarcón (Comput. Graph. Forum, 2010)

Registration and interactive planar segmentation for stereo images of polyhedral scenes. - Javier-Flavio Vigueras; Mariano Rivera (Pattern Recognit., 2010)

Multiple Target Tracking with Motion Priors. - Francisco Madrigal; Mariano Rivera; Jean-Bernard Hayet (MICAI (2), 2011)

Improved Diffusion Basis Functions Fitting and Metric Distance for Brain Axon Fiber Estimation. - Ramón Aranda; Mariano Rivera; Alonso Ramirez-Manzanares (PSIVT (2), 2011)

Learning and Regularizing Motion Models for Enhancing Particle Filter-Based Target Tracking. - Francisco Madrigal; Mariano Rivera; Jean-Bernard Hayet (PSIVT (2), 2011)

Variational Multi-Valued Velocity Field Estimation for Transparent Sequences. - Alonso Ramirez-Manzanares; Mariano Rivera; Pierre Kornprobst; François Lauze (J. Math. Imaging Vis., 2011)

Alpha Markov Measure Field model for probabilistic image segmentation. - Oscar Dalmau Cedeño; Mariano Rivera (Theor. Comput. Sci., 2011)

Spatial Sampling for Image Segmentation. - Mariano Rivera; Oscar Dalmau Cedeño; Washington Mio; Alonso Ramirez-Manzanares (Comput. J., 2012)

Variational Viewpoint of the Quadratic Markov Measure Field Models: Theory and Algorithms. - Mariano Rivera; Oscar Dalmau Cedeño (IEEE Trans. Image Process., 2012)

Self-oriented Diffusion Basis Functions for white matter structure estimation. - Ramón Aranda; Mariano Rivera; Alonso Ramirez-Manzanares (ISBI, 2013)

Multi-Tensor Field spectral segmentation for white matter fiber bundle classification. - Omar Ocegueda; Mariano Rivera (ISBI, 2013)

Segmentation of the luminal border in intravascular ultrasound B-mode images using a probabilistic approach. - Eduardo Gerardo Mendizabal Ruiz; Mariano Rivera; Ioannis A. Kakadiaris (Medical Image Anal., 2013)

Standardized evaluation methodology and reference database for evaluating IVUS image segmentation. - Simone Balocco; Carlo Gatta; Francesco Ciompi; Andreas Wahle; Petia Radeva; Stéphane G. Carlier; Gözde B. Ünal; Elias Sanidas; Josepa Mauri; Xavier Carrillo; Tomas Kovarnik; Ching-Wei Wang; et al. (Comput. Medical Imaging Graph., 2014)

A flocking based method for brain tractography. - Ramón Aranda; Mariano Rivera; Alonso Ramirez-Manzanares (Medical Image Anal., 2014)

Change detection by probabilistic segmentation from monocular view. - Francisco J. Hernandez-Lopez; Mariano Rivera (Mach. Vis. Appl., 2014)

Quantitative Comparison of Reconstruction Methods for Intra-Voxel Fiber Recovery From Diffusion MRI. - Alessandro Daducci; Erick Jorge Canales-Rodríguez; Maxime Descoteaux; Eleftherios Garyfallidis; Yaniv Gur; Ying-Chia Lin; Merry Mani; Sylvain Merlet; Michael Paquette; Alonso Ramirez-Manzanares; Marco Reisert; Paulo Reis Rodrigues; et al. (IEEE Trans. Medical Imaging, 2014)

AVScreen: a real-time video augmentation method. - Francisco J. Hernandez-Lopez; Mariano Rivera (J. Real Time Image Process., 2015)

Sparse and Adaptive Diffusion Dictionary (SADD) for recovering intra-voxel white matter structure. - Ramón Aranda; Alonso Ramirez-Manzanares; Mariano Rivera (Medical Image Anal., 2015)

Motion priors for multiple target visual tracking. - Francisco Madrigal; Jean-Bernard Hayet; Mariano Rivera (Mach. Vis. Appl., 2015)

Binary Segmentation of Multiband Images. - Claudia Sánchez; Mariano Rivera (Res. Comput. Sci., 2015)

On the computation of integrals over fixed-size rectangles of arbitrary dimension. - Omar Ocegueda; Oscar Dalmau Cedeño; Eleftherios Garyfallidis; Maxime Descoteaux; Mariano Rivera (Pattern Recognit. Lett., 2016)

Half-quadratic transportation problems. - Mariano Rivera (CoRR, 2017)

Deep neural network for fringe pattern filtering and normalisation. - Alan Reyes-Figueroa; Mariano Rivera (CoRR, 2019)

ModuleNet: A Convolutional Neural Network for Stereo Vision. - Octavio I. Renteria-Vidales; Juan Carlos Cuevas-Tello; Alan Reyes-Figueroa; Mariano Rivera (MCPR, 2020)

Panorama construction using binary trees. - Francisco J. Hernandez-Lopez; Joel Antonio Trejo-Sánchez; Mariano Rivera (Signal Image Video Process., 2020)

W-net: A Convolutional Neural Network for Retinal Vessel Segmentation. - Alan Reyes-Figueroa; Mariano Rivera (MCPR, 2021)

AxonNet: A self-supervised Deep Neural Network for Intravoxel Structure Estimation from DW-MRI. - Hanna Ehrlich; Mariano Rivera (CoRR, 2021)

Deep Variational Method with Attention for High-Definition Face Generation. - Esteban Reyes-Saldana; Mariano Rivera (MCPR, 2022)

Hadamard Layer to Improve Semantic Segmentation. - Angello Hoyos; Mariano Rivera (ICASSP, 2023)

Hadamard Layer to Improve Semantic Segmentation in Medical Images. - Angello Hoyos; Mariano Rivera (MCPR, 2023)

Attentive VQ-VAE. - Mariano Rivera; Angello Hoyos (CoRR, 2023)

GAMIX-VAE: A VAE with Gaussian Mixture Based Posterior. - Mariano Rivera (CoRR, 2023)

EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution. - Esteban Reyes-Saldana; Mariano Rivera (CoRR, 2023)

How to Train Your VAE. - Mariano Rivera (ICIP, 2024)

Acoustic Spectral Analysis for Emergency Vehicle Detection: Symbolic and CNN Approaches. - Alberto Pacheco-Gonzalez; Mariano Rivera; Raymundo Torres (Adv. Artif. Intell. Mach. Learn., 2024)

Hadamard Layer for Improve Semantic Segmentation. - Angello Hoyos; Mariano Rivera (IEEE Access, 2024)

Light-weight neural network for intra-voxel structure analysis. - Jaime F. Aguayo-González; Hanna Ehrlich-Lopez; Luis Concha; Mariano Rivera (Frontiers Neuroinformatics, 2024)

Extending Reference-Based Texture Transformers for Image Dehazing. - Esteban Reyes-Saldana; Mariano Rivera (MCPR, 2025)

COLORA: Efficient Fine-Tuning for Convolutional Models with a Study Case on Optical Coherence Tomography Image Classification. - Mariano Rivera; Angello Hoyos (CoRR, 2025)