Gradient Optimization for multiple kernel's parameters in support vector machines classification. - Alberto Villa; Mathieu Fauvel; Jocelyn Chanussot; Paolo Gamba; Jón Atli Benediktsson (IGARSS (4), 2008)

On the Use of ICA for Hyperspectral Image Analysis. - Alberto Villa; Jocelyn Chanussot; Christian Jutten; Jón Atli Benediktsson; Saïd Moussaoui (IGARSS (4), 2009)

Mahalanobis kernel for the classification of hyperspectral images. - Mathieu Fauvel; Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2010)

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Magnus O. Ulfarsson; Christian Jutten (IGARSS, 2010)

Classification of hyperspectral images by using morphological attribute filters and Independent Component Analysis. - Mauro Dalla Mura; Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Lorenzo Bruzzone (WHISPERS, 2010)

Independent Component Discriminant Analysis for hyperspectral image classification. - Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Christian Jutten (WHISPERS, 2010)

Mahalanobis kernel based on probabilistic principal component. - Mathieu Fauvel; Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2011)

Urban area product simulation for the EnMap hyperspectral sensor. - Paolo Gamba; Alberto Villa; Antonio Plaza; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2011)

Unsupervised classification and spectral unmixing for sub-pixel labelling. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten (IGARSS, 2011)

A comparative assessment of several processing chains for hyperspectral image classification: What features to use? - Inmaculada Dopido; Alberto Villa; Antonio J. Plaza; Paolo Gamba (WHISPERS, 2011)

A new semi-supervised algorithm for hyperspectral image classification based on spectral unmixing concepts. - Alberto Villa; Jun Li 009; Antonio J. Plaza; José M. Bioucas-Dias (WHISPERS, 2011)

Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten (IEEE J. Sel. Top. Signal Process., 2011)

Unmixing Prior to Supervised Classification of Remotely Sensed Hyperspectral Images. - Inmaculada Dopido; Maciel Zortea; Alberto Villa; Antonio Plaza; Paolo Gamba (IEEE Geosci. Remote. Sens. Lett., 2011)

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis. - Mauro Dalla Mura; Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Lorenzo Bruzzone (IEEE Geosci. Remote. Sens. Lett., 2011)

Hyperspectral Image Classification With Independent Component Discriminant Analysis. - Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Christian Jutten (IEEE Trans. Geosci. Remote. Sens., 2011)

Image fusion and spectral unmixing of hyperspectral images for spatial improvement of classification maps. - Giorgio Licciardi; Alberto Villa; Muhammad Murtaza Khan; Jocelyn Chanussot (IGARSS, 2012)

Antenna model refinement technique from SAR data: A study on the ENVISAT ASAR instrument. - Alberto Villa; Davide Giudici; Davide D'Aria; Andrea Recchia; Nuno Miranda (IGARSS, 2012)

A Quantitative and Comparative Assessment of Unmixing-Based Feature Extraction Techniques for Hyperspectral Image Classification. - Inmaculada Dopido; Alberto Villa; Antonio Plaza; Paolo Gamba (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments. - Giorgio A. Licciardi; Alberto Villa; Mauro Dalla Mura; Lorenzo Bruzzone; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

On the calibration of polarimetric SAR data with a numerical method. - Alberto Villa; Lorenzo Iannini; Davide Giudici; Andrea Monti Guarnieri; Stefano Tebaldini; Andrea Recchia (IGARSS, 2013)

Parsimonious Mahalanobis kernel for the classification of high dimensional data. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson; Alberto Villa (Pattern Recognit., 2013)

Unsupervised methods for the classification of hyperspectral images with low spatial resolution. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten; R. Dambreville (Pattern Recognit., 2013)

DERri Common Reference Model for Distributed Energy Resources - modeling scheme, reference implementations and validation of results. - Filip Andren; Felix Lehfuss; Peter Jonke; Thomas I. Strasser; Evangelos Rikos; Panos Kotsampopoulos; Panayiotis Moutis; Federico Belloni; Carlo Sandroni; Carlo Tornelli; Alberto Villa; Anastasia Krusteva; et al. (Elektrotech. Informationstechnik, 2014)

Calibration of SAR Polarimetric Images by Means of a Covariance Matching Approach. - Alberto Villa; Lorenzo Iannini; Davide Giudici; Andrea Monti Guarnieri; Stefano Tebaldini (IEEE Trans. Geosci. Remote. Sens., 2015)

Monitoring the human posture in industrial environment: A feasibility study. - Marco Tarabini; Marco Marinoni; Matteo Mascetti; Pietro Marzaroli; Francesco Corti; Hermes Giberti; Alberto Villa; Paolo Mascagni (SAS, 2018)

Poster Abstract: ST AIoT Craft - A No-Code / Low-Code Cloud Solution for Edge AI Management in Smart Sensors. - Mahesh Chowdhary; Swapnil Sayan Saha; Mridupawan Das; Jana Scukova; Miroslav Batek; Lisa Trollo; Davide Sergi; Davide Aliprandi; Alberto Villa; Andrea Palmieri; Mohammed Maher Jouini; Daniele Alfonso; et al. (SenSys, 2025)