Publications
Here you can find the complete list of my publications. You can use the tag cloud below to select only the papers dealing with specific research topics. You can expand the Abstract, Links and BibTex record of each paper.
2018
Cascia, Marco La; Vassallo, Giorgio; Gallo, Luigi; Pilato, Giovanni; Vella, Filippo
Automatic Image Annotation Using Random Projection in a Conceptual Space Induced from Data Proceedings Article
In: 2018 14th International Conference on Signal-Image Technology Internet-Based Systems (SITIS), pp. 464–471, 2018.
Abstract | Links | BibTeX | Tags: Feature extraction, Hidden Markov models, Image annotation, Modeling, Semantics, Visualization
@inproceedings{lacasciaAutomaticImageAnnotation2018,
title = {Automatic Image Annotation Using Random Projection in a Conceptual Space Induced from Data},
author = { Marco La Cascia and Giorgio Vassallo and Luigi Gallo and Giovanni Pilato and Filippo Vella},
doi = {10.1109/SITIS.2018.00077},
year = {2018},
date = {2018-11-01},
booktitle = {2018 14th International Conference on Signal-Image Technology Internet-Based Systems (SITIS)},
pages = {464--471},
abstract = {The main drawback of a detailed representation of visual content, whatever is its origin, is that significant features are very high dimensional. To keep the problem tractable while preserving the semantic content, a dimensionality reduction of the data is needed. We propose the Random Projection techniques to reduce the dimensionality. Even though this technique is sub-optimal with respect to Singular Value Decomposition its much lower computational cost make it more suitable for this problem and in particular when computational resources are limited such as in mobile terminals. In this paper we present the use of a ``conceptual'' space, automatically induced from data, to perform automatic image annotation. Images are represented by visual features based on color and texture and arranged as histograms of visual terms and bigrams to partially preserve the spatial information [1]. Using a set of annotated images as training data, the matrix of visual features is built and dimensionality reduction is performed using the Random Projection algorithm. A new unannotated image is then projected into the dimensionally reduced space and the labels of the closest training images are assigned to the unannotated image itself. Experiments on large real collection of images showed that the approach, despite of its low computational cost, is very effective.},
keywords = {Feature extraction, Hidden Markov models, Image annotation, Modeling, Semantics, Visualization},
pubstate = {published},
tppubtype = {inproceedings}
}
Other
Talks
Keynote Talks
- 2023, October 10 – Artificial Intelligence and Virtual Reality Advances and Applications in Research Oncology and Clinical Oncology, Next Oncology 2023, Next Oncology – Supporting Oncology through innovation, Milano, Italy. Website
- 2022, March 1 – Touchless interactions in Surgery, ICCI 2022, International Conference on Cybernetics and Innovations, Ratchaburi, Thailand. Website
- 2019, June 25 – Interactive Virtual Environments: From the Laboratory to the Field, SalentoAVR 2019, 6th International Conference on Augmented and Virtual Reality, Lecce, Italy. Website
- 2016, October 2 – Vision-based human-computer interaction in the operating theatre, PRIP 2016, 13th International Conference on Pattern Recognition and Information Processing, Minsk, Republic of Belarus. Website
- 2015, September 1 – Touchless Interaction in Surgery: the Medical Imaging Toolkit experience, SalentoAVR 2015, 2nd International Conference on Augmented and Virtual Reality, Lecce, Italy. Website
Invited Talks
- 2023, November 14 – Realtà Aumentata e Virtuale, La Scienza che non c’era: L’informatica e i prossimi 100 anni del CNR, Area di Ricerca CNR Pisa, Pisa, Italy. Website
- 2023, September 30 – Lessons Learnt from the SMART BEAR Project, STRESS Congress, Palatul Parlamentului, Bucarest, Romania. Host: Prof. Luiza Spiru.
- 2023, May 2 – Enhancing and promoting tangible and intangible cultural heritage: an HCI perspective, PhD Course in “Umanesimo e Tecnologie”, Università di Macerata, Italy. Host: Prof. Roberto Lambertini.
- 2022, December 19 – Sperimentare la realtà estesa e l’interazione uomo-macchina nella riabilitazione personalizzata, Personalized Rehabilitation: Combining Mind, Body and Genetics 2022, Università degli Studi della Campania Luigi Vanvitelli, Napoli, Italia.
- 2022, October 25 – Home Care and Assisted Living for the Elderly: The SMART BEAR Approach, Digital Transformation Summit 2022, Funchal, Madeira, Portugal. Website
- 2022, September 9 – Enhancing and promoting tangible and intangible cultural heritage: an HCI perspective, eXtended Reality and Artificial Intelligence, International Summer School 2022 on “XR and AI for enhancing cultural and territorial heritage”, Matera, Italy. Host: Prof. Ugo Erra. Website
- 2018, December 14 – The potential of virtual reality in various health care settings: promises and challenges, Artificial Intelligence and Health, Rome, Italy. Host: Prof. Clara Balsano. Website
- 2018, November 15 – Piattaforma DatabencArt – progetto per le scuole della Campania, XXII Edizione della Borsa Mediterranea del Turismo Archeologico, Paestum (SA), Italy. Host: Luisa Franzese. Website
- 2018, September 29 – La realtà virtuale per il training cognitivo, Convention Realtà virtuale in soggetti con impairment cognitivo, Gallarate (VA), Italia. Host: Dr. Marco Predazzi. Website
- 2017, February 15 – Interactive ICT technologies for Cultural Heritage, Museo Archeologico Nazionale di Napoli (MANN), Napoli, Italy. Host: Dr. Paolo Giulierini. Website
- 2014, June 6 – Interfacce gestuali touchless per la visualizzazione di immagini mediche, Chirurgie 2014 – Simulazione nella Formazione, Programmazione e Ricerca in Chirurgia, Napoli, Italy. Host: Prof. Marco De Fazio. Website
- 2013, November 11 – Multi-DOF touchless interaction with 3D medical data, Body Tracking in Healthcare 2013, Microsoft Research, Cambridge, UK. Organisers: Abigail Sellen, Kenton O’Hara, Scarlet Schwiderski-Grosche. Website
- 2008, March – Realistic vs. magic interaction metaphors in virtual environments, Multimedia Techniques for Device and Ambient Intelligence – MTDAI 2008, Mogliano Veneto, Italy. Host: Prof. E. Damiani.
Awards
Best Research Paper Award @ AIxPAC
Best Research Paper Award @ ICT4AWE
Second Place Award - Gesture Demonstration Competition @ ICPR
L. Gallo, A.P. Placitelli, G. De Pietro, “A Kinect NUI for 3D Medical Visualization”, demonstrated at the CHALEARN Gesture Demonstration Competition, in conjunction with the 21st International Conference on Pattern Recognition (ICPR 2012), Tsukuba International Congress Center, Tsukuba Science City, Japan, November 10-11, 2012. Organizers: Isabelle Guyon, Vassilis Athitsos. Judges: Alex Balan, Hugo Jair Escalante, Paul Doliotis, Jeffrey Margolis. ChaLearn Gesture Demonstration Competition website
Best Research Paper Award @ IIMSS
L. Gallo, “A Glove-Based Interface for 3D Medical Image Visualization”, presented at the 3rd International Symposium on Intelligent and Interactive Multimedia: Systems and Services, Baltimore, USA, 28-30 July 2010.
Master Degree & PhD Theses
L. Gallo, “Semi-immersive interactive virtual environments for 3D medical imaging,” University of Naples “Parthenope”, Philosophiæ Doctor degree in Information Engineering, 2010. Tutor: Prof. Luigi Romano. Ph.D. Thesis
L. Gallo, “Distribuzione ed esecuzione automatica di task in griglie pervasive,” University of Naples “Federico II”, Master of Science in Computer Engineering, 2006. Supervisors: Antonio Coronato, Giuseppe De Pietro. M.D. Thesis