Submitted
Journal Papers
- A new atmospheric correction and de-noising method for CRISM data
Y. Itoh and M. Parente
Icarus, vol. 354, Jan. 2021.
doi:10.1016/j.icarus.2020.114024 [Preprint PDF] [Accepted Manuscript PDF]
- On clustering and embedding manifolds using a low rank neighborhood approach
Arun M. Saranathan and Mario Parente
IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 6, pp. 3890-3903, June 2019.
doi:10.1109/TGRS.2018.2888983 [Preprint (arXiv:1608.06669)]
- 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
- Convergence on mineral detections over Gale crater, NE Syrtis, and Jezero crater using advanced data processing techniques for CRISM hyperspectral imaging data
M. Parente, R. Arvidson, Y. Itoh, H. Lin, J. F. Mustard, A.M. Saranathan, F.P. Seelos, and J. D. Tarnas
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 3112.
[PDF]
- A new simultaneous atmospheric correction and de-noising of CRISM data
Y. Itoh and M. Parente
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2025.
[PDF]
- Adversarial feature learning for improved mineral mapping in CRISM images
A. M. Saranathan and M. Parente
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2698.
[PDF]
- Improving matching accuracy in Raman spectroscopy by quantifying the wavenumber shift in Raman spectroscopy between instruments
T. Mullen, M. D. Dyar, M. Parente, and L. Breitenfeld
49th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2018, Abstract no. 1185.
[PDF]
- A new scene dependent atmospheric transmission for enhancement of CRISM volcano scan correction
Y. Itoh and M. Parente
49th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2018, Abstract no. 2337.
[PDF]
- 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)]
- 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.
- 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]
Collaborations
- Lateral continuity of mineralogical and morphological contacts around Mt. Sharp: Linking upcoming rover observations and orbital data.
R. Y. Sheppard, R. E. Milliken, Y. Itoh, and M. Parente
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2124.
[PDF]
- Laboratory testing of the factor analysis-target transformation method for mineral detection at low abundance from visible-infrared hyperspectral data.
J. F. Mustard, J. D. Tarnas and M. Parente
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 3008.
[PDF]
- An updated orbital analysis of ancient strata in Terby crater, Mars: The thickest deltaic sequence on mars?
C. J.-K. Yen, R. E. Milliken, A. A. Fraeman, Y. Itoh, M. Parente, and J. L. Dickson
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2215.
[PDF]
- Characterization of jarosite-bearing outcrops northwest of Mawrth Vallis
G. S. Usabal, J. L. Bishop, J. M. Danielsen, Y. Itoh, M. Parente, and F. Seelos
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2234.
[PDF]
- Spectral properties of alunite-kaolinite mixtures and detection of these minerals at Mawrth Vallis
J. K. Miura, J. L. Bishop, J. M. Danielsen, A. M. Sessa, Y. Itoh, M. Parente, J. J. Wray, and G. A. Swayze
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 2576.
[PDF]
- Characterization of outcrops containing ‘doublet’ spectra at Mawrth Vallis, Mars
J. M. Danielsen, J. L. Bishop, G. S. Usabal, J. K. Miura , A.M. Sessa, J.J. Wray, Y. Itoh, M. Parente, and S. L. Murchie
50th Lunar and Planetary Science Conference (LPSC), The Woodlands, TX, Mar. 2019, Abstract no. 3017.
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