Upcoming Conferences

A deep learning approach to LIBS spectroscopy for planetary applications

Terry H. Mullen, Mario Parente, Ian Gemp, and Melinda Darby Dyar
AGU Fall Meeting, New Orleans, LA, Dec. 2017.

Inverting variational autoencoders for improved generative accuracy

I. Gemp, I. Durukgar, M. Parente, M.D. Dyar, and S. Mahadevan
NIPS Workshop on Advances in Approximate Bayesian Inference, accepted
[Preprint (arXiv:1608.05983)]

Submitted

On clustering and embedding manifolds using a low rank neighborhood approach

Arun M. Saranathan and Mario Parente, submitted for publication.
[Preprint (arXiv:1608.06669)]

Journal Papers

Semi-supervised endmember identification in nonlinear spectral mixtures via semantic representation

Yuki Itoh, Siwei Feng, Marco F. Duarte, and Mario Parente
IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 6, pp. 3272-3286, June 2017.
doi:10.1109/TGRS.2017.2667226 [Preprint (arXiv:1701.00804)]

Estimation of the Number of Endmembers in a Hyperspectral Image via the Hubness Phenomenon

R. Heylen, M. Parente, and P. Scheunders
IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 4, pp. 2191-2220, Jan. 2017.
doi:10.1109/TGRS.2016.2638541

Hyperspectral band selection from statistical wavelet models

Siwei Feng, Yuki Itoh, Mario Parente, and Marco F. Duarte
IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 4, pp. 2111-2123, Jan. 2017.
doi:10.1109/TGRS.2016.2636850

Perfect recovery conditions for non-negative sparse modeling

Yuki Itoh, Mario Parente, and Marco F. Duarte
IEEE Transactions on Signal Processing, vol. 65, no. 1, pp. 69-80, Jan. 2017.
doi:10.1109/TSP.2016.2613067 [Preprint (arXiv:1512.02743)]

Uniformity-based superpixel segmentation of hyperspectral images

Arun M. Saranathan and Mario Parente
IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 3, pp. 1419-1430, Feb. 2016.
doi:10.1109/TGRS.2015.2480863

A review of nonlinear unmixing methods

R. Heylen, M. Parente, and P. Gader
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 1844-1868, June 2014.
doi:10.1109/JSTARS.2014.2320576
# 4 most cited IEEE JSTARS article (retrieved Aug. 2016)

What the ancient phyllosilicates at Mawrth Vallis can tell us about possible habitability on early Mars

J.L. Bishop, D. Loizeau, N.K. McKeown, L. Saper, M.D. Dyar, N. Tosca, D. DesMarais, M. Parente, and S.L. Murchie
Planetary and Space Science, vol. 86, pp. 130-149, Sep. 2013.
doi:10.1016/j.pss.2013.05.006

Mineralogy and morphology of geologic units at Libya Montes, Mars: Ancient aqueous outcrops, mafic flows, fluvial features, and impacts

J.L. Bishop, D. Tirsch, L. Tornabene, R. Jaumann, A.S. McEwen, P. McGuire, A. Ody, F. Poulet, R. Clark, M. Parente, N.K. McKeown, J.F. Mustard, S.L. Murchie, J. Voigt, Z. Aydin, M. Bamberg, A. Petau, G. Michael, F.P. Seelos, C.D. Hash, G.A. Swayze, and G. Neukum
Journal of Geophysical Research: Planets, vol. 118, no. 3, pp. 487-513, Mar. 2013.
doi:10.1029/2012JE004151

Hyperspectral unmixing overview: Geometrical, statistical and sparse regression-based approaches

J.M. Bioucas-Dias, A. Plaza, N. Dobigeon, M. Parente, Q. Du, and P. Gader
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 354-379, Apr. 2012.
doi:10.1109/JSTARS.2012.2194696
# 8 most popular IEEE JSTARS article (retrieved Aug. 2016)

Interpretation of reflectance spectra of clay mineral-silica mixtures: Implications for Martian clay mineralogy at Mawrth Vallis

N.K. McKeown, J.L. Bishop, J. Cuadros, S. Hillier, E. Amador, H.D. Makarewicz, and M. Parente
Clays and Clay Minerals, vol. 59, no. 4, pp. 400-415, Aug. 2011.
doi:10.1346/CCMN.2011.0590404

Decomposition of mineral absorption bands using nonlinear least squares curve fitting: application to Martian meteorite and CRISM data

M. Parente, H.D. Makarewicz, and J. L. Bishop
Planetary and Space Science, vol. 59, no. 5-6, pp. 423-442, Apr. 2011.
doi:10.1016/j.pss.2011.01.009

Conference Papers

Unmixing in the presence of nuisances with deep generative models

Mario Parente, Ian Gemp, and Ishan Durugkar
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Fortworth, TX, July 2017 (invited).

Sparse unmixing with adaptive background

Yuki Itoh and Mario Parente
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Fortworth, TX, July 2017 (invited).

Image-derived atmospheric transmission for enhancement of CRISM volcano scan correction

Yuki Itoh and Mario Parente
48th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2017, Abstract no. 2939.
[PDF]

Active classification of neural spectra for CRISM images

Arun M. Saranathan and Mario Parente
48th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2017, Abstract no. 2866.
[PDF]

Unmixing multiple Intimate mixtures via a locally low-rank representation

Arun M. Saranathan and Mario Parente
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Los Angeles, CA, Aug. 2016.
doi:10.1109/WHISPERS.2016.8071704

Band selection from statistical wavelet models

Siwei Feng, Yuki Itoh, Mario Parente, and Marco F. Duarte
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Los Angeles, CA, Aug. 2016.
doi:10.1109/WHISPERS.2016.8071808 [PDF]

Estimation of the number of endmembers in a hyperspectral image via the hubness phenomenon

R. Heylen, M. Parente, and P. Scheunders
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Los Angeles, CA, Aug. 2016.
doi:10.1109/WHISPERS.2016.8071749

On the performance of sparse unmixing on non-linear mixtures

Yuki Itoh and Mario Parente
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, China, July 2016, pp. 7042–7045.
doi:10.1109/IGARSS.2016.7730836

Simultaneous clustering and embedding for multiple intimate mixtures

Arun M. Saranathan and Mario Parente
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Milan, Italy, July 2015, pp. 2397-2400.
doi:10.1109/IGARSS.2015.7326292

Performance guarantees for sparse regression-based unmixing

Yuki Itoh, Marco F. Duarte, and Mario Parente
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Tokyo, Japan, June 2015.
doi:10.1109/WHISPERS.2015.8075414 [PDF (longer version)]

Universality of wavelet-based non-homogeneous hidden Markov chain model features for hyperspectral signatures

Siwei Feng, Marco F. Duarte, and Mario Parente
IEEE Computer Vision and Pattern Recognition (CVPR) Workshop, Boston, MA, June 2015, pp. 19–27.
doi:10.1109/CVPRW.2015.7301379

A spectroscopic facility at UMass, Amherst

Mario Parente, Arun M. Saranathan, and Melinda Darby Dyar
the 46th Lunar and Planetary Science Conference (LPSC), The Woodlands, Texas, Mar. 2015, Abstract no. 3019.
[PDF]

Tailoring non-homogeneous Markov chain wavelet models for hyperspectral signature classification

Siwei Feng, Yuki Itoh, Mario Parente, and Marco F. Duarte, in International Conference on Image Processing (ICIP), Paris, France, Oct. 2014.
doi:10.1109/ICIP.2014.7026046

Hyperspectral unmixing via semantic spectral representations

Yuki Itoh, Siwei Feng, Marco F. Duarte, and Mario Parente
IEEE International Midwestern Symposium Circuits and Systems (MWCAS), College Station, TX, Aug. 2014, pp. 149–152.
doi:10.1109/MWSCAS.2014.6908374

Unmixing multiple intimate mixtures using manifold clustering

Arun M. Saranathan and Mario Parente
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Lausanne, Switzerland, June 2014.
doi:10.1109/WHISPERS.2014.8077563

Denoising CRISM images: A new look

Mario Parente, Arun M. Saranathan, Sandra Wiseman, Bethany L. Ehlmann, and Lu Pan
the 45th Lunar and Planetary Science Conference (LPSC), The Woodlands, Texas, Mar. 2014, Abstract no. 2900.
[PDF]

Non-homogeneous hidden Markov chain models for wavelet-based hyperspectral image processing

Marco. F. Duarte and Mario Parente
Allerton Conference on Communication, Control, and Computing, Oct. 2013, pp. 154–159.
doi:10.1109/Allerton.2013.6736518

Endmember detection using graph theory

Neda Rohani, Mario Parente, and Arun M. Saranathan
IEEE International Geoscience and Remote Sensing Symposium, Melbourne, Australia, July 2013, pp. 1462-1465.
doi:10.1109/IGARSS.2013.6723061

A new semantic wavelet-based spectral representation

Mario Parente and Marco F. Duarte
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Gainesville, FL, June 2013.
doi:10.1109/WHISPERS.2013.8080655 [PDF]

Threshold based segmentation method for hyperspectral images

Arun M. Saranathan and Mario Parente
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Gainesville, FL, June 2013.
doi:10.1109/WHISPERS.2013.8080656

Graph-based identification of boundary points for unmixing and anomaly detection

Neda Rohani, Arun M. Saranathan, and Mario Parente
IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Gainesville, FL, June 2013.
doi:10.1109/WHISPERS.2013.8080650

Automatic extraction of unique spectral signatures for the M3 database

Arun M. Saranathan and Mario Parente
the 44th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2013, Abstract no. 3056.
[PDF]

Robust unmixing of hyperspectral images: Application to Mars

M. Parente, J.F. Mustard, S. Murchie, and F. Seelos
IEEE International Geoscience and Remote Sensing Symposium, Vancouver, Canada, July 2011, pp. 1291-1294.
doi:10.1109/IGARSS.2011.6049436

Technical Report

Wavelet-based semantic features for hyperspectral signature discrimination

Siwei Feng, Yuki Itoh, Mario Parente, and Marco F. Duarte, 2015.
[PDF]