Joana Frontera-Pons

 

Joana Frontera-Pons

ASSOCIATE PROFESSOR

Contact Information
E-mail: joana.frontera-pons [at] cea [dot] fr
Phone: +33 (0)1 69 08 92 63
Office: 280
Affiliation: IRFU/DAp-AIM and IPSA
   

Research Interests

My main interests are: statistical signal processing, machine learning and its application to astrophysics.

Education

I received the telecommunications engineering degree from the Polytechnic University of Catalonia - ETSETB, Barcelona, Spain, in 2011, and the Ph.D. degree in Signal Processing from Supélec, Gif-sur-Yvette, France, in 2014. 

Teaching

  • Teaching assistant at Polytechnic University of Catalonia - ETSETB from October 2009 to June 2010 : TD in physics to first year students with EnginyCat program from "Generalitat de Catalunya". 
  • Temporary teaching assistant in IUT Ville d'Avray, GEII department from 2011 to 2017: TD in mathematics, physics and optics and TP in Industrial Computing .
  • Associate professor, Wireless sensors networks and airborne sensors, 2018-2019 at IPSA.

Publications

Refereed Articles:

  • Frontera-Pons, J., Veganzones, M.A., Pascal, F., and Ovarlez, J.P. Hyperspectral Anomaly Detectors using robust estimators, accepted in Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of in July 2015, [pdf].
  • Frontera-Pons, J., Pascal, F., and Ovarlez, J.P. Adaptive non-Zero Mean Gaussian Detection, accepted in Geoscience and Remote Sensing, IEEE Transactions on, in September 2016, [pdf].
  • Frontera-Pons, J., Ovarlez, J.P and Pascal, F. Robust ANMF detection in non-centered impulsive background, accepted in Signal Processing, IEEE Letters in October 2017 [pdf].
  • Frontera-Pons, J., Sureau, F., Bobin, J. and Le Floc'h, E. Unsupervised feature learning for galaxy SEDs with denoising autoencoders, accepted in Astronomy & Astrophysics in April 2017[pdf].
  • Frontera-Pons, J., Sureau. F., Moraes, B., Bobin, J., Abdalla, F.B. Representation learning for automated spectroscopic redshift estimation, submitted to Astronomy & Astrophysics in September 2018.

Proceedings:

  • Frontera-Pons, J., Mahot, M., Ovarlez, J., Pascal, F., and Chanussot, J. Robust detection using M-estimators for hyperspectral imaging. In IEEE-Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing, (WHISPERS), Shanghai, Chine, June 2012, [pdf].
  • Frontera-Pons, J. and Angulo, J. Supervised morphological target detection from polarimetric Stokes vectors images. In IEEE-Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing, (WHISPERS), Shanghai, Chine, June 2012, [pdf].
  • Frontera-Pons, J. and Angulo, J. Local supremum/infimum on the sphere and mathematical morphology for images valued on the sphere. In Applied Geometric Algebras in Computer Science and Engineering (AGACSE), La Rochelle, France, July 2012,[pdf].
  • Frontera-Pons, J., Mahot, M., Ovarlez, J., Pascal, F., Pang, S., and Chanussot, J. A class of robust estimates for detection in hyperspectral images using elliptical distributions background. In Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International, Munich, Germany, July 2012, [pdf].
  • Frontera-Pons, J. and Angulo, J. Morphological operators for images valued on the sphere. In Image Processing (ICIP), 2012 IEEE International Conference on, Orlando, USA, September 2012, [pdf].
  • Veganzones, M.A., Frontera-Pons, J., Chanussot, J., and Ovarlez, J.P. On the use of the Hotelling’s T2 statistic of the hierarchical clustering of Hyperspectral data. In IEEE-Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, (WHISPERS), Florida, USA, June 2013,[pdf].
  • Frontera-Pons, J., Ovarlez, J.P., Pascal, F., and Chanussot, J. Performance analysis of Robust Detectors for Hyperspectral Imaging. In Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International, Melbourne, Australia, July 2013, [pdf].
  • Formont, P., Veganzones, M.A., Frontera-Pons, J., Pascal, F., Ovarlez, J.P. and Chanussot, J. CFAR hierarchical clustering of Polarimetric SAR data. In Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International, Melbourne, Australia, July 2013,[pdf]
  • Frontera-Pons, J., Pascal, F., and Ovarlez, J.P. False-alarm regulation for target detection in Hyperspectral Imaging. In IEEE-Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Saint Martin, France, December 2013, [pdf].
  • Frontera-Pons, J., Veganzones, M.A., Velasco-Forero, S., Pascal, F., Ovarlez, J.P. and Chanussot, J. Robust Anomaly Detection in Hyperspectral Imaging. In Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International, Québec, Canada, July 2014, [pdf].
  • Veganzones, M.A., Frontera-Pons, J., Pascal, F., Ovarlez, J.P. and Chanussot, J. Binary Partition Trees-based Adaptive Hyperspectral RX Anomaly Detection. In Image Processing (ICIP), 2014 IEEE International Conference on, Paris, France, October 2014, [pdf].

  • Frontera-Pons, J., Sureau. F., Moraes, B., Bobin, J., Abdalla, F.B. and Starck, J.L. Dictionary Learning for Photometric Redshift Estimation. In European Signal Processing Conference (EUSIPCO 2018), Rome, Italy, September 2018, [pdf].