Passive Millimeter-Wave Imaging

Journal Papers

S. López Tapia, R. Molina, and N. Pérez de la Blanca, “Deep CNNs for Object Detection using Passive Millimeter Sensors”, IEEE Transactions on Circuits and Systems for Video Technology, 2018. [BibTeX entry] (Accepted for publication).

S. Villena, M. Vega, J. Mateos, D. Rosenberg, F. Murtagh, R. Molina, and A.K. Katsaggelos, “Image super-resolution for outdoor digital forensics. Usability and legal aspects”, Computers in Industry, vol. 98, 34-47, June 2018. [BibTeX entry][Abstract][ (4213 KB.)]

P. Morales, A. Pérez-Suay, R. Molina, and G. Camps-Valls, “Remote Sensing Image Classification with Large Scale Gaussian Processes”, IEEE Transactions on Geoscience and Remote Sensing, vol. 56, no. 2, 1103-1114, 2018. [BibTeX entry][ (3614 KB.)]

S. López Tapia, R. Molina, and N. Pérez de la Blanca, “Detection and Localization of Concealed Objects in Passive Millimeter Images”, Engineering Applications of Artificial Intelligence, vol. 67, 81-90, 2018. [BibTeX entry][ (3746 KB.)]

A. Lucas, M. Iliadis, R. Molina, and A.K. Katsaggelos, “Using Deep Neural Networks for Inverse Problems in Imaging”, Signal Processing Magazine, vol. 35, no. 1, 20-36, 2018. [BibTeX entry][ (2903 KB.)]

J.G. Serra, M. Testa, R. Molina, and A.K. Katsaggelos, “Bayesian K-SVD Using Fast Variational Inference”, IEEE Transactions on Image Processing, vol. 26, no. 7, 3344-3348, July 2017. [BibTeX entry][Abstract][ (3247 KB.)]

X. Zhou, M. Vega, F. Zhou, R. Molina, and A. K. Katsaggelos, “Fast Bayesian Blind Deconvolution with Huber Super Gaussian Priors”, Digital Signal Processing, vol. 60, 122-133, 2017. [BibTeX entry][ (3778 KB.)]

M. Iliadis, H. Wang, R. Molina, and A.K. Katsaggelos, “Robust and Low-Rank Representation for Fast Face Identification with Occlusions”, IEEE Transactions on Image Processing, vol. 26, no. 5, 2203-2218, May 2017. [BibTeX entry][ (5918 KB.)]

P. Ruiz, R. Molina, and A.K. Katsaggelos, “Joint Data Filtering and Labeling using Gaussian Processes and Alternating Direction Method of Multipliers”, IEEE Transactions on Image Processing, vol. 25, no. 7, 3059-3072, July 2016. [BibTeX entry][Abstract][ (1614 KB.)]

A.K. Katsaggelos, S. Bahaadini, and R. Molina, “Audio-visual Fusion: Challenges and New Technologies”, IEEE Proceedings, 2015. [BibTeX entry][Abstract][ (1884 KB.)]

P. Ruiz, X. Zhou, J. Mateos, R. Molina, and A.K. Katsaggelos, “Variational Bayesian Blind Image Deconvolution: A Review”, Digital Signal Processing, 2015. [BibTeX entry][Abstract][ (3198 KB.)]

X. Zhou, J. Mateos, F. Zhou, R. Molina, and A.K. Katsaggelos, “Variational Dirichlet Blur Kernel Estimation”, IEEE Transactions on Image Processing, 2015. [BibTeX entry][Abstract][ (2936 KB.)] [Software]

Z. Chen, R. Molina, and A.K. Katsaggelos, “Robust Recovery of Temporally Smooth Signals from Under-Determined Multiple Measurements”, IEEE Transactions on Signal Processing, vol. 63, no. 7, 1779-1791, April 2015. [BibTeX entry][ (2437 KB.)]

Invited Conferences

R. Molina, “Probabilistic Modelling of Crowdsourcing Problems and Applications to Large Biomed Datasets (invited talk)” in Quantitative Biomedicine for Health and Disease (http://www.bcamath.org/es/workshops/qbio2016), Bilbao (Spain), February 2016. [BibTeX entry]

R. Molina, “Algoritmos aplicados a Seguridad (invited talk)” in Nuevos retos tecnológicos para la seguridad de las infraestructuras http://www.itainnova.es/actualidad/eventos/nuevos-retos-tecnologicos-para-la-seguridad-de-las-infraestructuras, Zaragoza (Spain), 2016. [BibTeX entry]

Conference Papers

P. Morales, A. Pérez-Suay, R. Molina, and G. Camps-Valls, “Efficient Remote Sensing Image Classification with Gaussian Processes and Fourier Features” in IEEE International Geoscience And Remote Sensing Symposium, vol. DOI: 10.1109/IGARSS.2017.8127431, Fort Worth, Texas (USA), July 2017. [BibTeX entry][Abstract][ (1218 KB.)]

J.G. Serra, J. Mateos, R. Molina, and A.K. Katsaggelos, “Parameter Estimation in Spike and Slab Variational Inference for Blind Image Deconvolution” in European Signal Processing Conference (EUSIPCO 2017), 1540-1544, Kos (Greece), August 2017. [BibTeX entry][Abstract][ (8829 KB.)]

W. Saafin, G. Schaefer, M. Vega, R. Molina, and A. Katsagelos, “Image Fusion of unregistered colour digital pathology images” in Irish Machine Vision and Image Processing Conference, August 2017. [BibTeX entry][ (2378 KB.)]

J.G. Serra, J. Mateos, R. Molina, and A.K. Katsaggelos, “Spike and Slab Variational Inference for Blind Image Deconvolution” in IEEE International Conference on Image Processing (ICIP 2017), 3765-3769, Beijing (China), September 2017. [BibTeX entry][Abstract][ (9057 KB.)]

J.G. Serra, S. Villena, R. Molina, and A.K. Katsaggelos, “Greedy Bayesian Double Sparsity Dictionary Learning” in IEEE International Conference on Image Processing (ICIP 2017), 1935-1939, Beijing (China), September 2017. [BibTeX entry][Abstract][ (786 KB.)]

P. Morales, A. Pérez-Suay, R. Molina, G. Camps-Valls, and A.K. Katsaggelos, “Passive Millimeter Wave Image Classification with Large Scale Gaussian Processes” in IEEE International Conference on Image Processing (ICIP), 370-374, Beijing (China), September 2017. [BibTeX entry][Abstract][ (748 KB.)]

E. Besler, P. Ruiz, R. Molina, and A.K. Katsaggelos, “Classification of Multiple Annotator Data Using Variational Gaussian Process Inference” in European Signal Processing Conference (EUSIPCO 2016), 2016. [BibTeX entry][ (317 KB.)]

J.G. Serra, P. Ruiz, R. Molina, and A.K. Katsaggelos, “Bayesian Logistic Regression with sparse general representation prior for multispectral image classification” in IEEE International Conference on Image Processing (ICIP 2016), Phoenix, Arizona (USA), 2016. [BibTeX entry][ (532 KB.)]

S. López Tapia, R. Molina, and N. Pérez de la Blanca, “Detection and Localization of Objects in Passive Millimeter Wave Images” in European Signal Processing Conference (EUSIPCO 2016), 2101-2105, Budapest (Hungría), August 2016. [BibTeX entry][ (1429 KB.)]

W. Saafin, M. Vega, R. Molina, and A.K. Katsaggelos, “Compressed Sensing Super Resolution of Color Images” in European Signal Processing Conference (EUSIPCO 2016), 801-805, Budapest (Hungary), August 2016. [BibTeX entry][Abstract][ (1276 KB.)]

J. Mateos, A. López, M. Vega, R. Molina, and A.K. Katsaggelos, “Multiframe blind deconvolution of passive millimeter wave images using variational Dirichlet blur kernel estimation” in IEEE International Conference on Image Processing, 2678-2682, Phoenix, Arizona (USA), September 2016. [BibTeX entry][Abstract][ (313 KB.)]

P. Ruiz, E. Besler, R. Molina, and A.K. Katsaggelos, “Variational Gaussian Process for Missing Label Crowdsourcing Classification Problems (invited talk)” in 2016 IEEE International Workshop on Machine Learning for Signal Processing (MLSP2016), 1-6, Vietri Sul Mare, Salerno (Italy), September 2016. [BibTeX entry][ (237 KB.)]

W. Saafin, M. Vega, R. Molina, and A.K. Katsaggelos, “Image Super-Resolution from Compressed Sensing Observations” in IEEE International Conference on Image Processing (ICIP 2015), Quebec( Canada), September 2015. [BibTeX entry][ (192 KB.)]

W. Saafin, S. Villena, M. Vega, R. Molina, and A.K. Katsaggelos, “PMMW Image Super resolution from Compressed Sensing Observations” in European Signal Processing Conference (EUSIPCO 2015), Nice (France), September 2015. [BibTeX entry][ (405 KB.)]

N. Rohani, P. Ruiz, E. Besler, R. Molina, and A.K. Katsaggelos, “Variational Gaussian Process for Sensor Fusion” in 23rd European Signal Processing Conference (EUSIPCO), 170-174, Nice (France), September 2015. [BibTeX entry][ (314 KB.)]

I. Gómez Maqueda, N. Pérez de la Blanca, R. Molina, and A.K. Katsaggelos, “Fast Millimetre Wave Threat detection algorithm” in European Signal Processing Conference (EUSIPCO 2015), 599-603, Nice (France), September 2015. [BibTeX entry][Abstract][ (770 KB.)]

Book chapters

Z. Chen, R. Molina, and A.K. Katsaggelos, “A Variational Approach for Sparse Component Estimation and Low-Rank Matrix Recovery”, in Handbook of Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing, T. Bouwmans , N.S. Aybat , and E. Zahzah (ed.), ch. 14, 1stedition, Chapman and Hall/CRC, September 2016. [BibTeX entry]