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IT Member Profile

... José Manuel Bioucas Dias

Senior Researcher

José Bioucas-Dias

Academic position: Full Professor
Joining date: 01-01-1999
Roles in IT: Senior Researcher
Scientific Area: Networks and Multimedia
Group: Pattern and Image Analysis – Lx

Email: Send Email
Address: IT – Lisboa
Instituto Superior Técnico - Torre Norte - Piso 10
Av. Rovisco Pais, 1
1049 - 001 Lisboa
Tel: +351 21 841 84 54
Fax: +351 21 841 84 72

Personal page

ORCID iD
https://www.orcid.org/0000-0002-0166-5149

RESEARCHER IDSCOPUSSCHOLAR

Bio

José Bioucas-Dias received the EE, MSc, PhD, and “Agregado” degrees in electrical and computer engineering from Instituto Superior Técnico (IST), Universidade Técnica de Lisboa (now Universidade de Lisboa), Portugal, in 1985, 1991, 1995, and 2007, respectively. Since 1995, he has been with the Department of Electrical and Computer Engineering, IST, where he is an Associate Professor and teaches inverse problems and electric communications. He is also a Senior Researcher with the Pattern and Image Analysis group of the Instituto de Telecomunicações, which is a private non-profit research institution.

His research interests include inverse problems, signal and image processing, pattern recognition, optimization, and remote sensing. José Bioucas-Dias is an IEEE Fellow, is included in Thomson Reuters' Highly Cited Researchers 2015 list, and received the IEEE-GRSS David Landgrebe Award for 2017.

José Bioucas-Dias was an Associate Editor for the IEEE Transactions on Circuits and Systems and IEEE Transactions on Image Processing. He is a Senior Area Editor for the IEEE Transactions on Image Processing and an Associate Editor for the IEEE Transactions on Geoscience and Remote Sensing. He was a Guest Editor for 6 special issues of IEEE journals. He was the General Co-Chair of the 3rd IEEE GRSS Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote sensing (WHISPERS'2011) and has been a member of program/technical committees of several international conferences.

Scientific Achievements

  • Agregação, Instituto Superior Técnico, 01-01-2007
  • PhD, Instituto Superior Técnico, 24-11-1995
  • MSc, Instituto Superior Técnico, 02-02-1991
  • Licenciatura, Instituto Superior Técnico, 13-12-1985
  • Statistical Image Processing
  • Image Restoration/Segmantation/Classification
  • Inverse Problems
  • Optimization/Graph Cuts
  • Hyperspectral Imaging
  • Applications in Medical Imaging and Remote Sensing (SAR/SAS, ISAR/ISAS, InSAR/InSAS)
  • IEEE - Institute of Electrical and Electronics Engineers, 01-01-2017, Fellow
  • IEEE - Institute of Electrical and Electronics Engineers, 12-12-2015, Senior Member
  • Instituto Superior Técnico, 06-06-2008 - 10-11-2017, Associate Professor
  • IEEE - Institute of Electrical and Electronics Engineers, 12-12-1997 - 06-06-2016, Member
  • Instituto Superior Técnico, 03-03-1995 - 01-01-2007, Assistant Professor
Supervision of theses
9PhD Student
2MSc Student
  • Colonic polyp detection in wireless capsule endoscopy images using a local approximation techniques, MSc Student, Filipe João Cabrita Condessa, 03-2011
  • Estimação de Fase Absoluta em Interferometria SAR, MSc Student, Tiago Silva, 06-2003
Co-Supervision of theses
1MSc Student
  • Pulse Compression in Radar Applications, MSc Student, Ivo Alexandre de Oliveira Ribeiro, 05-2013
5Books Chapters
  • G. Martin Martin, J. Nascimento, J. Bioucas-Dias, 14 - Parallel coded aperture method for hyperspectral compressive sensing on GPU, Chapter in, Compressive Sensing of Earth Observations, C.H. Chen, Taylor & Francis, -, 2017
  • J. Nascimento, J. Bioucas-Dias, Hyperspectral Imagery Framework for Unmixing and Dimensionality Estimation, Chapter in, Pattern Recognition - Applications and Methods, Pedro Latorre Carmona, J. Salvador Sánchez, Ana L.N. Fred, Elsevier Science, 2013
  • J. Nascimento, J. Bioucas-Dias, Signal Subspace Identification in Hyperspecral Imagery, Chapter in, Signal and Image Processing for Remote Sensing, C.H. Chen, CRC Press, 2012
  • J. Nascimento, J. Bioucas-Dias, Unmixing Hyperspectral Data: Independent and Dependent Component Analysis, Chapter in, Hyperspectral Data Exploitation: Theory and Applications, Chein-I Chang, John Wiley & Sons, 2007
  • J. Bioucas-Dias, J. Nascimento, Vertex component analysis: a geometric-based approach to unmix hyperspectral data, Chapter in, Hyperspectral Data Exploitation: Theory and Applications, Chein-I Chang, John Wiley & Sons, 2006
95Papers in Journals
  • Y. Liu, F. Condessa, J. Bioucas-Dias, J. Li, P. Du, A. Plaza, Convex formulation for multiband image classification with superpixel-based spatial regularization, IEEE Trans. on Geoscience and Remote Sensing, Vol. 99, No. 1, pp. 1 - 18, December, 2018 | BibTex
  • L. Zhuang, J. Bioucas-Dias, Fast hyperspertral image denoising and inpainting based on low-rank and sparse representations, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 0, No. 0, pp. 0 - 0, September, 2018 | Full text (PDF 15 MBs) | BibTex
  • J. Oliveira, A. M. Bragança Bragança, L. Alcácer, J. Morgado, M. A. T. Figueiredo, J. Bioucas-Dias, Q. Ferreira, Sparse-coding denoising applied to reversible conformational switching of a porphyrin self-assembled monolayer induced by scanning tunnelling microscopy, Journal of Microscopy, Vol. 271, No. 1, pp. 98 - 108, April, 2018,
    | Abstract     | Full text (PDF 3 MBs) | BibTex
  • A. Halimi, J. Bioucas-Dias, Dobigeon, G. Buller, S.W.M. McLaughlin, Fast hyperspectral unmixing in presence of nonlinearity or mismodelling effects, IEEE Transactions on Computational Imaging, Vol. 3, No. 2, pp. 146 - 159, December, 2017 | BibTex
  • L. Gao, D. Yao, Q. Li, L. Zhuang, B. Zhang, J. Bioucas-Dias, A new low-rank representation based hyperspectral image denoising method for mineral mapping, Remote Sensing, Vol. 9, No. 11, pp. 1145 - 1165, November, 2017 | Full text (PDF 30 MBs) | BibTex
  • J. Sigurdsson, M. Ulfarsson, J. Sveinsson, J. Bioucas-Dias, Sparse distributed multitemporal hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 16, July, 2017 | BibTex
  • F. Condessa, J. Bioucas-Dias, J. Kovacevic Kovacevic, Performance measures for classification systems with rejection, Pattern Recognition, Vol. 63, No. PP, pp. 437 - 450, March, 2017 | BibTex
  • M. Simões, L. Almeida, J. Bioucas-Dias, J. Chanussot, A Framework for Fast Image Deconvolution with Incomplete Observations, IEEE Trans. on Image Processing, Vol. 25, No. 11, pp. 5266 - 5280, November, 2016,
    | Abstract     | Full text (PDF 2 MBs) | BibTex
  • M. Lopes, C. Calado, M. A. T. Figueiredo, J. Bioucas-Dias, Does Nonlinear Modeling Play a Role in Plasmid Bioprocess Monitoring using Fourier Transform Infrared Spectra?, Applied Spectroscopy, Vol. -, No. -, pp. - - -, November, 2016,
    | Abstract     | BibTex
  • Q. Wei, Dobigeon, J.-Y. Tourneret, J. Bioucas-Dias, S. Godsill, R-FUSE: robust fast fusion of multi-band images based on solving a Sylvester equation, IEEE Signal Processing Letters, Vol. 23, No. 11, pp. 1632 - 1636, November, 2016 | BibTex
  • Q. Wei, J. Bioucas-Dias, N. Dobigeon, J.-Y. Tourneret, M. Chen, S. Godsil, Multiband image fusion based on spectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 14, September, 2016,
    | Abstract     | BibTex
  • A. Halimi, P. Honeine, J. Bioucas-Dias, Hyperspectral unmixing in presence of endmember variability, nonlinearity, or mismodeling effects, IEEE Trans. on Image Processing, Vol. 25, No. 10, pp. 4565 - 4579, July, 2016,
    | Abstract     | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Robust collaborative nonnegative matrix factorization for hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. 54, No. 10, pp. 6076 - 6090, July, 2016,
    | Abstract     | BibTex
  • G. Camps-Valls, J. Bioucas-Dias, M. Crawford, A special issue on advances in machine learning for remote sensing and geosciences [From the Guest Editors], IEEE Geoscience and Remote Sensing Magazine, Vol. 4, No. 2, pp. 5 - 7, June, 2016 | BibTex
  • F. Condessa, J. Bioucas-Dias, J. Kovacevic Kovacevic, Supervised Hyperspectral Image Classification With Rejection, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. PP, No. 99, pp. 1 - 14, May, 2016 | BibTex
  • G. Martin Martin, J. Bioucas-Dias, Hyperspectral Blind Reconstruction From Random Spectral Projections, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. PP, No. 99, pp. 1 - 10, April, 2016,
    | Abstract     | BibTex
  • A. Veganzones, M. Simões, G. Licciardi, N. Yokoya, J. Bioucas-Dias, J. Chanussot, Hyperspectral Super-Resolution of Locally Low Rank Images From Complementary Multisource Data, IEEE Trans. on Image Processing, Vol. 25, No. 1, pp. 274 - 288, January, 2016 | BibTex
  • X. Fu, W. Ma, J. Bioucas-Dias, T. Chan, Semiblind hyperspectral unmixing in the presence of spectral library mismatches, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 14, January, 2016 | BibTex
  • Y Altmann, M, Pereyra, J. Bioucas-Dias, Collaborative sparse regression using spatially correlated supports - Application to hyperspectral unmixing, IEEE Trans. on Image Processing, Vol. 24, No. 12, pp. 5800 - 5811, December, 2015 | BibTex
  • J. Li, M. Khodadadzadeh, A. Plaza, Jia, J. Bioucas-Dias, A discontinuity preserving relaxation scheme for spectral–spatial hyperspectral image classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. PP, No. 99, pp. 1 - 14, November, 2015,
    | Abstract     | BibTex
  • S. Prasad, J. Chanussot, J. E. Fowler, J. Bioucas-Dias, C. D. Creuserre, Introduction to the Issue on Advances in Hyperspectral Data Processing and Analysis, IEEE Journal of Selected Topics in Signal Processing, Vol. 9, No. 6, pp. 961 - 963, September, 2015 | Full text (PDF 532 KBs) | BibTex
  • J. Li, A. Agathos, J. Bioucas-Dias, D. Zaharie, A. Plaza, X. Li, Minimum volume simplex analysis: a fast algorithm for linear hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. 53, No. 9, pp. 5067 - 5082, September, 2015 | Full text (PDF 1 MB) | BibTex
  • Loncan, L. Almeida, J. Bioucas-Dias, Briottet, Chanussot, Dobigeon, Fabre, Liao, Licciardi, M. Simões, Tourneret, Vengazones, Vivone, Wei, Hyperspectral pansharpening: a review, IEEE Geoscience and Remote Sensing Magazine, Vol. 3, No. 3, pp. 27 - 46, September, 2015 | BibTex
  • Q. Wei, J. Bioucas-Dias, Dobigeon, J.-Y. Tourneret, Hyperspectral and multispectral image Fusion based on a sparse representation, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 11, August, 2015 | BibTex
  • X. Fu, W. Ma, T. Chan, J. Bioucas-Dias, Self-Dictionary Sparse Regression for Hyperspectral Unmixing: Greedy Pursuit and Pure Pixel Search are Related, IEEE Journal of Selected Topics in Signal Processing, Vol. PP, No. 99, pp. 1 - 14, July, 2015 | BibTex
  • H. Hongxing, J. Bioucas-Dias, V. Katkovnik, Interferometric phase image estimation via sparse coding in the complex domain, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 16, June, 2015 | BibTex
  • M. Simões, J. Bioucas-Dias, L. Almeida, J. Chanussot, A Convex Formulation for Hyperspectral Image Superresolution via Subspace-Based Regularization, IEEE Trans. on Geoscience and Remote Sensing, Vol. 53, No. 6, pp. 3373 - 3388, June, 2015 | Full text (PDF 1 MB) | BibTex
  • G. Martin Martin, J. Bioucas-Dias, A. Plaza, HYCA: a new technique for hyperspectral compressive sensing, IEEE Trans. on Geoscience and Remote Sensing, Vol. 53, No. 5, pp. 2819 - 3831, May, 2015 | BibTex
  • S. B. G. Garcia, G. Martin Martin, J. Nascimento, J. Bioucas-Dias, V. Silva, Parallel Hyperspectral Coded Aperture for Compressive Sensing on GPUs, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 9, No. 2, pp. 932 - 944, May, 2015,
    | Abstract     | BibTex
  • G. Vivone, M. Simões, M. Mura, R. Restaino, J. Bioucas-Dias, G. Licciardi, J. Chanussot, Pansharpening based on semiblind deconvolution, IEEE Trans. on Geoscience and Remote Sensing, Vol. 53, No. 4, pp. 1997 - 2010, April, 2015 | Full text (PDF 2 MBs) | BibTex
  • M. Khodadadzadeh, J. Li, A. Plaza, J. Bioucas-Dias, A subspace-based multinomial logistic regression for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, Vol. 11, No. 12, pp. 2105 - 2109, December, 2014 | BibTex
  • M. Khodadadzadeh, J. Li, H. Ghassemian, J. Bioucas-Dias, X. Li, Spectral-spatial classification of hyperspectral data using local and global probabilities for mixed pixel characterization, IEEE Trans. on Geoscience and Remote Sensing, Vol. 52, No. 10, pp. 6298 - 6314, October, 2014 | BibTex
  • H. He, L. Condat, J. Bioucas-Dias, J. Chanussot, J. Xia, A new pansharpening method based on spatial and spectral sparsity priors, IEEE Trans. on Image Processing, Vol. 23, No. 9, pp. 4160 - 4170, September, 2014 | BibTex
  • V. Katkovnik, J. Bioucas-Dias, Wavefront reconstruction in phase-shifting interferometry via sparse coding of amplitude and absolute phase, Journal of the Optical Society of America A-Optics Image Science and Vision, Vol. 31, No. 8, pp. 1801 - 1810, August, 2014 | BibTex
  • M. Iordache, L. Tits, J. Bioucas-Dias, A. Plaza, B. Somers, A Dynamic Unmixing Framework for Plant Production System Monitoring, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 7, No. 6, pp. 2016 - 2034, June, 2014 | BibTex
  • J. Nascimento, J. Bioucas-Dias, J.M.R.A Alves, V. Silva, A. Plaza, Parallel Hyperspectral Unmixing on GPUs, IEEE Geoscience and Remote Sensing Letters, Vol. 11, No. 3, pp. 666 - 670, March, 2014,
    | Abstract     | BibTex
  • J. Li, X. Huang, P. Gamba, J. Bioucas-Dias, J. A. Benediktsson, A. Plaza, Multiple Feature Learning for Hyperspectral Image Classification, IEEE Trans. on Geoscience and Remote Sensing, Vol. 53, No. 3, pp. 1592 - 1606, March, 2014 | BibTex
  • J. Oliveira, M. A. T. Figueiredo, J. Bioucas-Dias, Parametric Blur Estimation for Blind Restoration of Natural Images: Linear Motion and Out-of-Focus, IEEE Trans. on Image Processing, Vol. 23, No. 1, pp. 466 - 477, January, 2014,
    | Abstract     | BibTex
  • W. Ma, J. Bioucas-Dias, T. Chan, N. Gillis, Gader, A. Plaza, A. Ambikapathi, C. Chi, A signal processing perspective on hyperspectral unmixing, IEEE Signal Processing Magazine, Vol. 31, No. 1, pp. 67 - 81, January, 2014 | BibTex
  • W. Ma, J. Bioucas-Dias, J. Chanussot, Gader, Signal and Image Processing in Hyperspectral Remote Sensing [From the Guest Editors], IEEE Signal Processing Magazine, Vol. 31, No. 1, pp. 22 - 23, January, 2014 | BibTex
  • M. Almeida, R. V. Vigário, J. Bioucas-Dias, Separation of Synchronous Sources through Phase Locked Matrix Factorization, IEEE Trans. on Neural networks, Vol. 0, No. 0, pp. 0 - 0, January, 2014,
    | Abstract     | BibTex
  • M. Iordache, J. Bioucas-Dias, A. Plaza, Somers, MUSIC-CSR: hyperspectral unmixing via multiple signal classification and collaborative sparse regression, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 19, December, 2013 | BibTex
  • B. Song, J. Li, M. Mura, P. Li, A. Plaza, J. Bioucas-Dias, J. A. Benediktsson, J. Chanussot, Remotely sensed image classification using sparse representations of morphological attribute profiles, IEEE Trans. on Geoscience and Remote Sensing, Vol. PP, No. 99, pp. 1 - 15, November, 2013 | BibTex
  • J. Li, P. Marpu, A. Plaza, J. Bioucas-Dias, J. A. Benediktsson, Generalized composite kernel framework for hyperspectral image classification, IEEE Trans. on Geoscience and Remote Sensing, Vol. 51, No. 9, pp. 4816 - 4829, September, 2013 | BibTex
  • I. Dopido, J. Li, P. Marpu, J. Bioucas-Dias, A. Plaza, J. A. Benediktsson, Semi-supervised self-learning for hyperspectral image classification, IEEE Trans. on Geoscience and Remote Sensing, Vol. 51, No. 7, pp. 4032 - 4044, July, 2013 | BibTex
  • J. Bioucas-Dias, A. Plaza, G. Camps-Valls, N. Nasrabadi, P. Scheunders, J. Chanussot, Hyperspectral remote sensing data analysis and future challenges, IEEE Geoscience and Remote Sensing Magazine, Vol. 1, No. 2, pp. 6 - 36, June, 2013 | BibTex
  • P. Latorre, J. Bioucas-Dias, J. Ferré, Effect of denoising in band selection for regression tasks in hyperspectral datasets, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 6, No. 2, pp. 473 - 471, April, 2013 | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Semisupervised hyperspectral image classification using soft sparse multinomial logistic regression, IEEE Geoscience and Remote Sensing Letters, Vol. 10, No. 2, pp. 318 - 322, March, 2013 | BibTex
  • M. Almeida, J. Bioucas-Dias, R. V. Vigário, Separation of phase-locked sources in pseudo-real MEG data, EURASIP Journal on Appl. Signal Processing, Vol. 2013, No. 32, pp. 0 - 0, February, 2013,
    | Abstract     | Full text (PDF 1 MB) | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Spectral-spatial classification of hyperspectral data using loopy belief propagation and active learning, IEEE Trans. on Geoscience and Remote Sensing, Vol. 51, No. 2, pp. 844 - 856, February, 2013 | BibTex
  • M. Iordache, J. Bioucas-Dias, A. Plaza, Collaborative sparse regression for hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. 52, No. 1, pp. 341 - 354, January, 2013 | BibTex
  • M. Iordache, J. Bioucas-Dias, A. Plaza, Total variation spatial regularization for sparse hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, Vol. 50, No. 11, pp. 4484 - 4502, December, 2012 | BibTex
  • P. Pedrosa, R. Dinis, F. Nunes, J. Bioucas-Dias, Phase Drift Estimation and Symbol Detection in Digital Communications: A Stochastic Recursive Filtering Approach, IEEE Communications Letters, Vol. 16, No. 6, pp. 854 - 857, June, 2012 | BibTex
  • N. Brás, J. Bioucas-Dias, RCM Martins, A. Serra, An Alternating Direction Algorithm for Total Variation Reconstruction of Distributed Parameters, IEEE Trans. on Image Processing, Vol. 21, No. 6, pp. 1 - 2, May, 2012 | BibTex
  • A. Plaza, J. Bioucas-Dias, Anita, J. Blackwell, Foreword to the special issue on hyperspectral image and signal processing, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 5, No. 2, pp. 347 - 353, April, 2012 | BibTex
  • J. Bioucas-Dias, A. Plaza, Dobigeon, Parente, Qian Du Du, Gader, J. Chanussot, Hyperspectral unmixing overview: geometrical, statistical, and sparse regression-based approaches, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 5, No. 2, pp. 354 - 370, April, 2012 | BibTex
  • J. Nascimento, J. Bioucas-Dias, Hyperspectral Unmixing based on Mixtures of Dirichlet Components, IEEE Trans. on Geoscience and Remote Sensing, Vol. 50, No. 3, pp. 863 - 878, March, 2012,
    | Abstract     | Full text (PDF 1 MB) | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and Markov random fields, IEEE Trans. on Geoscience and Remote Sensing, Vol. 50, No. 3, pp. 809 - 823, March, 2012 | BibTex
  • M. Almeida, J. Bioucas-Dias, R. V. Vigário, E. O. Oja, A comparison of algorithms for separation of synchronous subspaces, Bulletin of the Polish Academy of Sciences, Vol. 0, No. 0, pp. 0 - 0, January, 2012,
    | Abstract     | Full text (PDF 187 KBs) | BibTex
  • A. Plaza, Qian Du Du, J. Bioucas-Dias, Jia, Kruse, Foreword to the special issue on spectral unmixing of remotely sensed data, IEEE Trans. on Geoscience and Remote Sensing, Vol. 49, No. 11, pp. 4103 - 4109, November, 2011 | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Hyperspectral Image Segmentation Using a New Bayesian Approach with Active Learning, IEEE Trans. on Geoscience and Remote Sensing, Vol. 49, No. 10, pp. 3947 - 3960, October, 2011 | BibTex
  • M. Almeida, J.-H. Schleimer, R. V. Vigário, J. Bioucas-Dias, Source Separation and Clustering of Phase-Locked Subspaces, IEEE Trans. on Neural networks, Vol. 22, No. 9, pp. 1419 - 1434, September, 2011,
    | Abstract     | Full text (PDF 1 MB) | BibTex
  • J. Borges, J. Bioucas-Dias, A. Marçal, Bayesian hyperspectral image segmentation with discriminative class learning, IEEE Trans. on Geoscience and Remote Sensing, Vol. 49, No. 6, pp. 2151 - 2164, June, 2011 | BibTex
  • M. Iordache, J. Bioucas-Dias, A. Plaza, Sparse unmixing of hyperspectral data, IEEE Trans. on Geoscience and Remote Sensing, Vol. 49, No. 2, pp. 2014 - 2039, June, 2011 | BibTex
  • M. Afonso, J. Bioucas-Dias, M. A. T. Figueiredo, An augmented Lagrangian approach to the constrained optimization formulation of imaging inverse problems, IEEE Trans. on Image Processing, Vol. 20, No. 3, pp. 681 - 695, March, 2011,
    | Abstract     | BibTex
  • M. Lopes, J-C. Wolff, J. Bioucas-Dias, M. A. T. Figueiredo, Study on the effect of pixel resolution and blending grade on near-infrared hyperspectral unmixing of tablets, Applied Spectroscopy, Vol. 65, No. 2, pp. 193 - 200, February, 2011 | BibTex
  • M. A. T. Figueiredo, J. Bioucas-Dias, Restoration of Poissonian images using alternating direction optimization, IEEE Trans. on Image Processing, Vol. 19, No. 12, pp. 3133 - 3145, December, 2010,
    | Abstract     | BibTex
  • M. Lopes, J-C. Wolff, J. Bioucas-Dias, M. A. T. Figueiredo, Quantification of components in nonhomogenous pharmaceutical tablets using near infrared reflectance imaging, Journal of Near Infrared Spectroscopy, Vol. 18, No. 5, pp. 333 - 340, November, 2010 | BibTex
  • J. Li, J. Bioucas-Dias, A. Plaza, Semisupervised Hyperspectral Image Segmentation Using Multinomial Logistic Regression with Active Learning, IEEE Trans. on Geoscience and Remote Sensing, Vol. 48, No. 11, pp. 4085 - 4098, November, 2010 | BibTex
  • M. Afonso, J. Bioucas-Dias, M. A. T. Figueiredo, Fast image recovery using variable splitting and constrained optimization, IEEE Trans. on Image Processing, Vol. 19, No. 9, pp. 2345 - 2356, September, 2010 | BibTex
  • M. Lopes, J-C. Wolff, J. Bioucas-Dias, M. A. T. Figueiredo, Reply to the Comments on "Near-Infrared Hyperspectral Unmixing Based on a Minimum Volume Criterion for Fast and Accurate Chemometric Characterization of Counterfeit Tablets", Analytical Chemistry, Vol. 82, No. 20, pp. 8753 - 8754, September, 2010 | BibTex
  • J. Bioucas-Dias, M. A. T. Figueiredo, Multiplicative noise removal using variable splitting and constrained optimization, IEEE Trans. on Image Processing, Vol. 19, No. 7, pp. 1720 - 1730, July, 2010 | BibTex
  • M. Lopes, J-C. Wolff, J. Bioucas-Dias, M. A. T. Figueiredo, Near-infrared hyperspectral unmixing based on a minimum volume criterion for fast and accurate chemometric characterization of counterfeit tablets, Analytical Chemistry, Vol. 82, No. 4, pp. 1462 - 1469, February, 2010 | BibTex
  • S. Freitas, I. Trigo, J. Bioucas-Dias, Quantifying the uncertainty of land surface temperature retrievals from SEVIRI/Meteosat, IEEE Trans. on Geoscience and Remote Sensing, Vol. 48, No. 1, pp. 523 - 534, January, 2010 | BibTex
  • G. Valadão, J. Bioucas-Dias, CAPE: Combinatorial Absolute Phase Estimation, Journal of the Optical Society of America A-Optics Image Science and Vision, Vol. 26, No. 9, pp. 2093 - 2106, September, 2009,
    | Abstract     | BibTex
  • J. Oliveira, J. Bioucas-Dias, M. A. T. Figueiredo, Adaptive total variation image deblurring: a majorization-minimization approach, Signal Processing, Vol. 89, No. 9, pp. 2479 - 2493, September, 2009,
    | Abstract     | BibTex
  • M. Lopes, J-C. Wolff, J. Bioucas-Dias, M. A. T. Figueiredo, Determination of the composition of counterfeit Heptodin™ tablets by near infrared chemical imaging and classical least squares estimation, Analytica Chimica Acta, Vol. 641, No. 1-2, pp. 46 - 51, May, 2009 | BibTex
  • J. Bioucas-Dias, V. Katkovnik, J. Astola, K. Egiazarian, Absolute phase estimation: adaptive local denoising and global unwrapping, Applied Optics, Vol. 47, No. 29, pp. 5358 - 5369, October, 2008,
    | Abstract     | BibTex
  • J. Bioucas-Dias, J. Nascimento, Hyperspectral subspace identification, IEEE Trans. on Geoscience and Remote Sensing, Vol. 46, No. 8, pp. 2435 - 2445, August, 2008,
    | Abstract     | Full text (PDF 540 KBs) | BibTex
  • J. Bioucas-Dias, M. A. T. Figueiredo, A New TwIST: Two-Step Iterative Shrinkage/Thresholding Algorithms for Image Restoration, IEEE Trans. on Image Processing, Vol., No., pp. -, December, 2007 | BibTex
  • M. A. T. Figueiredo, J. Bioucas-Dias, R. Nowak, Majorization-minimization algorithms for wavelet-based image restoration, IEEE Trans. on Image Processing, Vol. 16, No. 12, pp. 2980 - 2991, December, 2007 | BibTex
  • P. M. Marques, J. Bioucas-Dias, Moving Target Trajectory Estimation in SAR Spatial Domain Using a Single Sensor, IEEE Trans. on Aerospace and Electronic Systems, Vol. 43, No. 3, pp. 864 - 874, July, 2007 | BibTex
  • J. Bioucas-Dias, G. Valadão, Phase Unwrapping via Graph Cuts, IEEE Trans. on Image Processing, Vol. 16, No. 3, pp. 698 - 709, March, 2007 | BibTex
  • J. Bioucas-Dias, Bayesian wavelet-based image deconvolution: a GEM algorithm exploting a class of heavy-tailed priors, IEEE Trans. on Image Processing, Vol. 15, No. 4, pp. 937 - 951, February, 2006 | BibTex
  • J. L. S. Sobrinho, J. Bioucas-Dias, P. Aguiar, O M(in)istério da Educação: ou o Problema da Colocação de Docentes 2004/2005, Ingenium, Vol., No. 87, pp. 70 - 73, May, 2005 | BibTex
  • J. Nascimento, J. Bioucas-Dias, Vertex Component Analisys: A Fast Algorithm to Unmix Hyperspectral Data, IEEE Trans. on Geoscience and Remote Sensing, Vol. 43, No. 4, pp. 898 - 910, April, 2005,
    | Abstract     | Full text (PDF 1 MB) | BibTex
  • J. Nascimento, J. Bioucas-Dias, Does Independent Component Analysis Play a Role in Unmixing Hyperspectral Data?'', IEEE Trans. on Geoscience and Remote Sensing, Vol. 43, No. 1, pp. 175 - 187, January, 2005,
    | Abstract     | Full text (PDF 1 MB) | BibTex
  • P. M. Marques, J. Bioucas-Dias, Velocity estimation of fast moving targets using a single SAR sensor, IEEE Trans. on Aerospace and Electronic Systems, Vol. 41, No. 1, pp. 75 - 89, January, 2005 | BibTex
  • J. Bioucas-Dias, P. M. Marques, Multiple Moving target detection and trajectory estimation using a single SAR sensor, IEEE Trans. on Aerospace and Electronic Systems, Vol. 39, No. 2, pp. 604 - 624, April, 2003 | BibTex
  • J. Bioucas-Dias, J. Leitão, E. Fonseca, Reconstruction of Backscattering and extinction coefficients in Lidar: a stochastic filtering approach, IEEE Trans. on Geoscience and Remote Sensing, Vol. 42, No. 2, pp. 604 - 624, February, 2003,
    | Abstract     | BibTex
  • J. Bioucas-Dias, J. Leitão, Efficient computation of tr{AB-1} for Toeplitz matrices, IEEE Signal Processing Letters, Vol. 9, No. 2, pp. 44 - 46, May, 2002 | BibTex
  • J. Bioucas-Dias, J. Leitão, The ZpiM Algorithm for Interferometric Image Reconstruction in SAR/SAS, IEEE Trans. on Image Processing, Vol. 11, No. 4, pp. 408 - 422, April, 2002 | BibTex
  • J. Bioucas-Dias, J. Leitão, Nonparametric Estimation of Mean Doppler and Spectral Width, IEEE Trans. on Geoscience and Remote Sensing, Vol. 38, No. 1, pp. 271 - 282, January, 2000 | BibTex
  • J. Bioucas-Dias, J. Leitão, Wall position and thickness estimation from sequences of echocardiograms images, IEEE Trans. on Medical Imaging, Vol. 15, No. 1, pp. 25 - 38, February, 1996 | BibTex
  • J. Bioucas-Dias, J. Leitão, Asymptotically efficient estimation of spectral moments, IEEE Trans. on Signal Processing, Vol. 43, No. 9, pp. 2222 - 2225, September, 1995 | BibTex
176Papers in Conferences

Currently running projects2

Acronym Name Funding Agency Start date Ending date
DP-PMI Doctoral Programme in the Physics and Mathematics of Information: Foundations of Future Information Technologies (DP-PMI) FCT 01-01-2014 01-12-2021
MacSeNet Machine Sensing Training Network EC 01-11-2014 01-01-2019

Closed Projects17

Acronym Name Funding Agency Start date Ending date
(HYPER-I-NET) Hyperspectral Imaging Network EU/FP6 01-01-2007 01-01-2011
CLASSE Detection, Classification and Estimation of Defects in Metallic Plates Subject to Manual Inspection IT/LA 01-12-2008 01-12-2010
DECA-Bio Dependent Component Analysis of Biological Signals IT/LA 01-06-2011 01-05-2013
FOCOS Aberrant Crypt Foci and Human Colorectal Polyps : mathematical modelling and endoscopic image processing. FCT, UT Austin 01-01-2009 01-12-2012
HoHus High-performance Onboard Hyperspectral Unmixing Systems IT/LA 01-10-2011 01-10-2013
Hycos Hyperspectral Compressive Sensing and Unmixing IT/LA 01-03-2014 01-10-2015
ISSMIA Integration of Stochastic and Structural Models in Image and Pattern Analysis-Phase II FCT/POSI 01-06-2001 01-01-2003
MAPINVPLANTS Monitoring the WaterHyacinth Using ASTER Imagery FCT 01-10-2016 01-09-2018
NSCBRRI Novel Statistical Criteria for Blind Restoration and Reconstruction of Images FCT/POSC 01-08-2005 31-07-2008
OILSAR Oil Slick Surveillance Using ASAR and MERIS Dat FCT, ESA 01-12-2004 01-12-2007
PAConvex Beyond Convexity: Non-Convex Optimization and Game-Theoretic Approaches for Imaging Inverse Problems FCT 01-06-2013 01-06-2015
PHASE Phase Unwrapping: A New Max-Flow/Min-Cut Based Approach IT/LA 12-12-2005 12-12-2007
PROSAR Signal and Image Processing in Synthetic Aperture Radar FCT/POSI 01-01-2001 31-12-2004
ReAlImage Regularization Criteria and Fast Algorithms for Imaging Inverse Problems FCT/PTDC 01-02-2010 01-01-2013
SpaRTaN Sparse Representations and Compressed Sensing Training Network EC 01-10-2014 01-09-2018
UAV-SAR Moving Targets Processing for SAR-carrying UAV’s Marinha Portuguesa 15-09-2006 01-12-2007
VeXel Maritime Traffic Monitoring with TerraSAR-X ADI, German Aerospace Center 01-06-2007 01-06-2009
12Awards
  • L. Zhuang, J. Bioucas-Dias, Third prize of student paper contest in 2018 IEEE International Geoscience and Remote Sensing Symposium, Third prize of student paper contest IGARSS 2018 is presented to Lina Zhuang for the paper "Hy-demosaicing: Hyperspectral Blind Reconstruction From Spectral Subsampling"., 01-07-2018
  • L. Zhuang, L. Gao, B. Zhang, J. Bioucas-Dias, Best student paper award at SPIE Remote Sensing and Security+Defence International Symposia 2017, Paper, entitled "Hyperspectral image denoising and anomaly detection based on low-rank and sparse representations", has been selected as winning presentation of the Best Student Paper Award at SPIE Remote Sensing and Security+Defence International Symposia, Warsaw, Poland 2017. The paper, written by Lina Zhuang and her supervisor José M. Bioucas-Dias, introduces a robust Hyperspectral image denoising method in presence of outliers. It is a collaboration with researchers Lianru Gao and Bing Zhang from Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences., 01-09-2017
  • J. Bioucas-Dias, Prémio Científico Universidade de Lisboa/Santander Universidades, Prémio Científico ULisboa/Santander Universidades, in the area of Electrical Engineering and Aerospace Engineering , prize awarded to the Ulisboa researcher with the highest scientific impact, according to the ISI Science Citation Index, in the period 2012-2016,, 01-09-2017
  • J. Bioucas-Dias, IEEE GRSS David Landgrebe Award, "For outstanding contributions in the field of remote sensing image analysis", 01-06-2017
  • J. Bioucas-Dias, IEEE Fellow, "For contributions to imaging inverse problems in remote sensing", 31-12-2016
  • J. Bioucas-Dias, Thomson Reuters’ Highly Cited Researcher 2015, Quoting from http://highlycited.com/ webpage: “... About three thousand researchers earned the distinction by writing the greatest numbers of reports officially designated by Essential Science Indicators as Highly Cited Papers–ranking among the top 1% most cited for their subject field and year of publication, earning them the mark of exceptional impact”., 01-01-2016
  • F. Condessa, J. Bioucas-Dias, J. Kovacevic Kovacevic, Best student paper award (1st place), The Mikio Takagi Student Prize (MTStP) is to recognize a student who has presented an outstanding paper at the IEEE Geoscience and Remote Sensing Symposium (IGARSS). Awarded to the paper "Supervised Hyperspectral Image Segmentation with Rejection," authored by Filipe Condessa, José Bioucas-Dias, and Jelena Kovačević., 01-07-2015
  • G. Martin Martin, J. Bioucas-Dias, A. Plaza, Melhor Tese de Doutoramento Ibérico em Sistemas e Tecnologias de Informação, O Prémio “Melhor Tese de Doutoramento Ibérico em Sistemas e Tecnologias de Informação” é atribuído anualmente pela AISTI ao melhor trabalho de Tese de Doutoramento, elaborado no âmbito das áreas científicas dos Sistemas e Tecnologias de Informação e áreas afins, com vista a estimular a inovação científica e o rigor do trabalho de investigação, bem como proceder à divulgação de trabalhos científicos de elevada qualidade. Na edição de 2014 foram recebidas 33 candidaturas, tendo sido selecionadas 8 para a fase final, das quais foi selecionada a tese vencedora pelo júri constituído por reputados professores e investigadores da Península Ibérica. Saiu vencedor Gabriel Martín Hernández, com a Tese “Design and implementation of new methods for spatial preprocessing prior to spectral unmixing of remotely sensed hyperspectral data, realizada no Departamento de Tecnologia dos Computadores e das Comunicações da Universidade da Extremadura, sob orientação científica de Antonio Plaza Miguel da Universidade da Extremadura e de José Bioucas Dias da Universidade de Lisboa., 01-06-2015
  • J. Bioucas-Dias, "Prémio UTL/Santander-Totta, in the area of Electrical Engineering and Computer Science", Prize awarded to the UTL researcher with the highest scientific impact, according to the ISI Science Citation Index, in the period 2005-2009, 01-12-2010
  • J. Bioucas-Dias, Excellence in Teaching, Department of Electrical and Computer Engineering, IST., 01-09-2010
  • J. Bioucas-Dias, "Prémio UTL/Santander-Totta, in the area of Electrical Engineering and Computer Science", Honorable mention - Scientific UTL/Santander Awards - to distinguish researchers postdoctoral grantees that have published in the last five years in journals analysed in ISI Web of Science. Technical University of Lisbon/Santander Awards., 01-12-2009
  • J. Bioucas-Dias, J. Oliveira, M. A. T. Figueiredo, Blind estimation of motion blur parameters for image deconvolution, Best paper award, Iberian Conference on Pattern Recognition and Image Analysis , 01-06-2007 ., 01-01-2007
19Miscellaneous
  • J. Bioucas-Dias, Quality Improvements of Remote Sensing Data, Guest Editor, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 01-07-2018 | Link
  • J. Bioucas-Dias, Patch-based regularization in multiband imaging inverse problems, Invited Talks, TéSA, Telecommunications for Space and Aeronautics, 2018, Distinguished Lecturer Program - GRSS, IEEE, 01-02-2018 | Link
  • J. Bioucas-Dias, Distinguished Lecturer Program, Distinguished Lecturer, IEEE GRSS Educational Activities, 01-01-2018 | Link
  • J. Bioucas-Dias, Multiband Image Restoration in Remote Sensing, Invited Talks, 8º Simpósio de Instrumentação e Imagens Médicas (SIIM) e o 7º Simpósio de Processamento de Sinais (SPS), 01-12-2017
  • J. Bioucas-Dias, Blind Hyperspectral Unmixing, Invited Talks, Data Science for Social Good. The University of Chicago, 01-06-2017
  • J. Bioucas-Dias, Blind Hyperspectral Unmixing, Invited Talks, 13th International Conference on Latent Variable Analysis and Signal Separation LVA/ICA, 01-02-2017 | Link
  • J. Bioucas-Dias, A Signal Processing Perspective on Hyperspectral Unmixing, Invited Talks, IEEE 24th Signal Processing and Communications Applications Conference. Workshop on Signal and Image Processing for Remote Sensing, 01-05-2016 | Full text (PDF 2 MBs) | Link
  • J. Bioucas-Dias, Hyperspectral Remote Sensing Data Analysis, Invited Talks, International Conference on Geographic Information Systems Theory Applications and Management - GISTAM'2015, 01-04-2015
  • J. Bioucas-Dias, Hyperspectral Unmixing Via Sparse Regression Optimization. Problems and Algorithms, Invited Talks, MAHI workshop: Methodological Aspects of Hyperspectral Imaging, 01-12-2014
  • J. Bioucas-Dias, Hyperspectral Unmixing: Geometrical, Statistical, and Sparse Regression-Based Approaches, Invited Talks, International Workshop on Multi-Sensor Data Fusion for Remote Sensing Image Analysis, 01-09-2014
  • J. Bioucas-Dias, A Convex Formulation to Image Segmentation using Hidden Fields, Invited Talks, Workshop on High-dimensional Stochastic Simulation and Optimisation in Image Processing, 01-08-2014
  • J. Bioucas-Dias, Hyperspectral Unmixing of Intimate Mixtures  via Nonlinear Dependent Component Analysis, Invited Talks, Workshop on Nonlinear Blind Source Separation, 01-01-2014
  • J. Bioucas-Dias, Hyperspectral Remote Sensing Data Analysis and Future Challenges, Invited Talks, Workshop on Remote Sensing Products and Services, 01-11-2013
  • J. Bioucas-Dias, Hyperspectral Unmixing Via Sparse Regression Optimization. Problems and Algorithms, Seminars, Centre for Mathematics and Computer Science in Toulouse - Thematic Trimester on Image Processing, 01-07-2013
  • J. Bioucas-Dias, Interferometric Phase Image Estimation via Sparse Coding in the Complex Domain, Seminars, Centre for Mathematics and Computer Science in Toulouse - Thematic Trimester on Image Processing, 01-07-2013
  • J. Bioucas-Dias, M. A. T. Figueiredo, Alternating Direction Optimization for Convex Inverse Problems. Application to Imaging and Hyperspectral Unmixing, Invited Talks, 2012 SIAM Conference on Applied Linear Algebra, 01-06-2012
  • J. Bioucas-Dias, Hyperspectral Image Processing, Invited Talks, International Conference on Image Analysis and Recognition - ICIAR'2012, 01-06-2012
  • J. Bioucas-Dias, Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches, Invited Talks, Chinese University of Hong Kong, 01-06-2012
  • G. Valadão, J. Bioucas-Dias, Discontinuity Preserving Phase Unwrapping Using Graph Cuts, Seminars, Workshop for Optimization in Medicine (Center for International Mathematics), 20-07-2005
5Short Courses and Seminars
  • J. Bioucas-Dias, Convex and Nonconvex Formulations for Image Segmentation using Hidden Fields, France, Paris, 12-2015
  • J. Bioucas-Dias, Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches, Switzerland, Zurich, 03-2015
  • J. Bioucas-Dias, Spectral Unmixing. E-learning course, Portugal, Lisbon, 09-2008
  • J. Bioucas-Dias, Hyperspectral Unmixing, Spain, Caceres, 09-2007
  • J. Bioucas-Dias, Inverse Problems, Portugal, Lisbon, 07-2007
3Tutorials
14Conference Committees
  • IEEE International Conf. on Image Processing - ICIP, Technical Programme Committee, 2008
  • IEEE International Geoscience and Remote Sensing Symp.- IGARSS, Technical Programme Committee, 2008
  • International Symp. on Visual Computing - IVC, Technical Programme Committee, 2008
  • 3nd International Symposium on Visual Computing - ISVC07, Technical Programme Committee, 2007
  • International Conference on Image Analysis and Recognition - ICIAR 2007, Technical Programme Committee, 2007
  • 2nd International Symposium on Visual Computing - ISVC06, Technical Programme Committee, 2006
  • International Conference on Image Analysis and Recognition - ICIAR'2006, Technical Programme Committee, 2006
  • International Conference on Image Analysis and Recognition - ICIAR'2005, Technical Programme Committee, 2005
  • 2nd Iberian Conference on Image Analysis and Recognition - ICIAR'2005, Technical Programme Committee, 2005
  • 25th EARSeL Symposium, Scientific Committee, 2005
  • International Conference on Image Analysis and Recognition - ICIAR'2004, Technical Programme Committee, 2004
  • Energy Minimization Methods in Computer Vision and Pattern Recognition - EMMCVPR 03, Technical Programme Committee, 2003
  • 1st Iberian Conference on Pattern Recognition and Image Analysis - IBPRIA2003, Technical Programme Committee, 2003
  • Jornadas de Engenharia de Telecomunicações e Computadores, Technical Programme Committee, 1999
11Editorial Committees
  • Associate Editor, SIAM Journal on Imaging Science, 01-01-2018 - today
  • Associate Editor, ieee transactions on image processing, 01-01-2016 - 31-12-2019
  • Guest Editor, IEEE Geoscience and Remote Sensing Magazine, 01-10-2014 - 01-10-2015
  • Guest Editor, IEEE Journal on Selected Topics in Signal Processing, 01-06-2014 - 01-06-2015
  • Guest Editor, IEEE Signal Processing Magazine, 01-06-2013 - 01-06-2014
  • Associate Editor, IEEE Trans. on Geoscience and Remote Sensing, 01-01-2013 - 01-01-2019
  • Guest Editor, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 01-01-2012 - 01-01-2013
  • Associate Editor, IEEE Trans. on Geoscience and Remote Sensing, 01-06-2011 - 01-01-2012
  • Guest Editor, IEEE Trans. on Geoscience and Remote Sensing, 01-01-2011 - 01-01-2012
  • Associate Editor, IEEE Trans. on Image Processing, 01-01-2010 - 01-12-2014
  • Associate Editor, IEEE Trans. on Circuits and Systems - Part II: Analog Digital Signal Processing, 01-01-1997 - 01-01-2000
5Refereeing Journals
  • IEEE Trans. on Image Processing
    2008, 3 review(s); 2007, 2 review(s);
  • IEEE Trans. on Geoscience and Remote Sensing
    2008, 1 review(s); 2007, 2 review(s);
  • Discrete Optimization
    2008, 1 review(s);
  • Signal Processing
    2008, 1 review(s);
  • Digital Signal Processing
    2008, 1 review(s);
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