Video retrieval using sparse Bayesian reconstruction. - Pablo Ruiz 002; S. Derin Babacan; Li Gao; Zhu Li 001; Rafael Molina 001; Aggelos K. Katsaggelos (ICME, 2011)

Retrieval of video clips with missing frames using sparse Bayesian reconstruction. - Pablo Ruiz 002; S. Derin Babacan; Rafael Molina 001; Aggelos K. Katsaggelos (ISPA, 2011)

A Bayesian Active Learning Framework for a Two-Class Classification Problem. - Pablo Ruiz 002; Javier Mateos; Rafael Molina 001; Aggelos K. Katsaggelos (MUSCLE, 2011)

Compressive Light Field Sensing. - S. Derin Babacan; Reto Ansorge; Martin Luessi; Pablo Ruiz Matarán; Rafael Molina 001; Aggelos K. Katsaggelos (IEEE Trans. Image Process., 2012)

Image deblurring combining poisson singular integral and total variation prior models. - Hiram Madero Orozco; Pablo Ruiz 002; Javier Mateos; Rafael Molina 001; Aggelos K. Katsaggelos (EUSIPCO, 2013)

Light field acquisition from blurred observations using a programmable coded aperture camera. - Pablo Ruiz 002; Javier Mateos; María C. Cárdenas; Shinichi Nakajima; Rafael Molina 001; Aggelos K. Katsaggelos (EUSIPCO, 2013)

Interactive Pansharpening and Active Classification in Remote Sensing. - Pablo Ruiz 002; Javier Mateos; Gustavo Camps-Valls; Rafael Molina 001; Aggelos K. Katsaggelos (Multimodal Interaction in Image and Video Applications, 2013)

Bayesian classification and active learning using lp-priors. Application to image segmentation. - Pablo Ruiz 002; Nicolas Pérez de la Blanca; Rafael Molina 001; Aggelos K. Katsaggelos (EUSIPCO, 2014)

Learning filters in Gaussian process classification problems. - Pablo Ruiz 002; Javier Mateos; Rafael Molina 001; Aggelos K. Katsaggelos (ICIP, 2014)

Combining Poisson singular integral and total variation prior models in image restoration. - Pablo Ruiz 002; Hiram Madero Orozco; Javier Mateos; Osslan Osiris Vergara-Villegas; Rafael Molina 001; Aggelos K. Katsaggelos (Signal Process., 2014)

Bayesian Active Remote Sensing Image Classification. - Pablo Ruiz 002; Javier Mateos; Gustavo Camps-Valls; Rafael Molina 001; Aggelos K. Katsaggelos (IEEE Trans. Geosci. Remote. Sens., 2014)

Variational Gaussian process for sensor fusion. - Neda Rohani; Pablo Ruiz 002; Emre Besler; Rafael Molina 001; Aggelos K. Katsaggelos (EUSIPCO, 2015)

Variational Bayesian Blind Image Deconvolution: A review. - Pablo Ruiz 002; Xu Zhou 005; Javier Mateos; Rafael Molina 001; Aggelos K. Katsaggelos (Digit. Signal Process., 2015)

Classification of multiple annotator data using variational Gaussian process inference. - Emre Besler; Pablo Ruiz 002; Rafael Molina 001; Aggelos K. Katsaggelos (EUSIPCO, 2016)

Bayesian logistic regression with sparse general representation prior for multispectral image classification. - Juan G. Serra; Pablo Ruiz 002; Rafael Molina 001; Aggelos K. Katsaggelos (ICIP, 2016)

Variational Gaussian process for missing label crowdsourcing classification problems. - Pablo Ruiz 002; Emre Besler; Rafael Molina 001; Aggelos K. Katsaggelos (MLSP, 2016)

Joint Data Filtering and Labeling Using Gaussian Processes and Alternating Direction Method of Multipliers. - Pablo Ruiz Matarán; Rafael Molina 001; Aggelos K. Katsaggelos (IEEE Trans. Image Process., 2016)

3D Image Reconstruction from Multi-Focus Microscope: Axial Super-Resolution and Multiple-Frame Processing. - Seunghwan Yoo; Pablo Ruiz 002; Xiang Huang 006; Kuan He; Nicola J. Ferrier; Mark Hereld; Alan Selewa; Matthew Daddysman; Norbert Scherer; Oliver Cossairt; Aggelos K. Katsaggelos (ICASSP, 2018)

Hard Exudate Detection Using Local Texture Analysis and Gaussian Processes. - Adrián Colomer; Pablo Ruiz 002; Valery Naranjo; Rafael Molina 001; Aggelos K. Katsaggelos (ICIAR, 2018)

Probabilistic Matrix Completion for Image Phase Retrieval. - Petros Nyfantis; Pablo Ruiz 002; Aggelos K. Katsaggelos (ICIP, 2018)

Bayesian Approach for Automatic Joint Parameter Estimation in 3D Image Reconstruction from Multi-Focus Microscope. - Seunghwan Yoo; Pablo Ruiz 002; Xiang Huang 006; Kuan He; Xiaolei Wang; Itay Gdor; Alan Selewa; Matthew Daddysman; Nicola J. Ferrier; Mark Hereld; Norbert Scherer; Oliver Cossairt; et al. (ICIP, 2018)

Computational multifocal microscopy. - Kuan He; Zihao W. Wang; Xiang Huang 006; Xiaolei Wang; Seunghwan Yoo; Pablo Ruiz 002; Itay Gdor; Alan Selewa; Nicola J. Ferrier; Norbert Scherer; Mark Hereld; Aggelos K. Katsaggelos; et al. (CoRR, 2018)

Variational Gaussian process for multisensor classification problems. - Neda Rohani; Pablo Ruiz 002; Rafael Molina 001; Aggelos K. Katsaggelos (Pattern Recognit. Lett., 2018)

Multi-frame Super-resolution for Time-of-flight Imaging. - Fengqiang Li; Pablo Ruiz 002; Oliver Cossairt; Aggelos K. Katsaggelos (ICASSP, 2019)

Visible transmission imaging of watermarks by suppression of occluding text or drawings. - Pablo Ruiz 002; Olivia Dill; Goutam Raju; Oliver Cossairt; Marc Walton; Aggelos K. Katsaggelos (Digit. Appl. Archaeol. Cult. Heritage, 2019)

Scalable and efficient learning from crowds with Gaussian processes. - Pablo Morales-Alvarez; Pablo Ruiz 002; Raúl Santos-Rodríguez; Rafael Molina 001; Aggelos K. Katsaggelos (Inf. Fusion, 2019)

Learning from crowds with variational Gaussian processes. - Pablo Ruiz 002; Pablo Morales-Alvarez; Rafael Molina 001; Aggelos K. Katsaggelos (Pattern Recognit., 2019)

Imaging through Scattering Media with a Learning Based Prior. - Florian Schiffers; Lionel Fiske; Pablo Ruiz 002; Aggelos K. Katsaggelos; Oliver Cossairt (Computational Imaging, 2020)

Improving Acquisition Speed of X-Ray Ptychography Through Spatial Undersampling and Regularization. - Prasan A. Shedligeri; Florian Schiffers; Semih Barutcu; Pablo Ruiz 002; Aggelos K. Katsaggelos; Oliver Cossairt (ICIP, 2021)

Machine learning with high-resolution aerial imagery and data fusion to improve and automate the detection of wetlands. - Santiago López-Tapia; Pablo Ruiz 002; Mitchell Smith; Jeffrey Matthews; Bradley Zercher; Liliana Sydorenko; Neelanshi Varia; Yuanzhe Jin; Minzi Wang; Jennifer B. Dunn; Aggelos K. Katsaggelos (Int. J. Appl. Earth Obs. Geoinformation, 2021)

Scalable Variational Gaussian Processes for Crowdsourcing: Glitch Detection in LIGO. - Pablo Morales-Álvarez; Pablo Ruiz 002; Scott Coughlin; Rafael Molina 001; Aggelos K. Katsaggelos (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Probabilistic fusion of crowds and experts for the search of gravitational waves. - Pablo Ruiz 002; Pablo Morales-Álvarez; Scott Coughlin; Rafael Molina 001; Aggelos K. Katsaggelos (Knowl. Based Syst., 2023)

Variable Splitting and Fusing for Image Phase Retrieval. - Petros Nyfantis; Pablo Ruiz Matarán; Hector E. Nistazakis; George S. Tombras; Aggelos K. Katsaggelos (J. Imaging, 2024)