Main interests
Computer Vision, Artificial Intelligence, Decision Support Systems, Web, Internet of Things, Mobile
Professional experience
- Works at National Research Council (since 1997) at Institute of Information Science and Technologies "A.Faedo", Pisa
(scientific collaboration since 1989)
- Collaborates with the "Signals & Images" research laboratory at CNR-ISTI
- Member of the W3C Multimedia Semantics Incubator Group (2006-2007)
- Member of the XML Italy ORGganizing Group (since 1997).
- Collaboration with the W3C Italian Office (2003-2014)
Paper submission
![AgriAI 24](assets/img/open_for_submission/AgriAI.png)
Workshop, Topic, Collection, Special Issues
- 2nd Workshop on AI in Agriculture (AgriAI’24) in the context of the 19th Conference on Computer Science and Intelligence Systems FedCSIS, IEEE, Belgrade, Serbia, 8–11 September, 2024
- Machine Learning and Biomedical Sensors - Participating Journals:
- 1st Workshop on AI in Agriculture (AgriAI’23) in the context of the 18th Conference on Computer Science and Intelligence Systems FedCSIS, IEEE, Warsaw, Poland, 17–20 September, 2023
Selected Publications
For the full list see IRIS Institutional research information system
2024
- Environmental study and stress-related biomarkers modifications in a crew during analog astronaut mission EMMPOL 6 - A. Giacon T.A., Mrakic Sposta S., Bosco G., Vezzoli A., Dellanoce , Campisi M., Narici M., Paganini M., Foing B., Kołodziejczyk A., Martinelli M., Pavanello S. - European Journal of Applied Physiology, Springer Nature
- Plant-traits: how citizen science and artificial intelligence can impact natural science - Ignesti G.;Moroni D.;Martinelli M. - IEEE FedCSIS AgriAI - Belgrade, Serbia
- Towards the actual deployment of robust, adaptable, and maintainable AI models for sustainable agriculture - Ignesti G., Moroni D., Martinelli M. - IEEE FedCSIS AgriAI - Belgrade, Serbia
- Bruno A., Caudai C., Conti F., Martinelli M., Leone G.R., Magrini M., Moroni D., Muhammad A.H., Papini O., Pascali M.A., Pieri G., Reggiannini M., Righi M., Salerno E., Scozzari A., Tampucci M. - Advancing Sustainability: Research Initiatives at the Signals and Images Lab - Ital-IA 2024
- Dainelli R.*, Bruno A., Martinelli M.* , Moroni D., Rocchi L., Morelli S., Ferrari E., Silvestri M., Agostinelli S., La Cava P., Toscano P.- GranoScan: an AI-powered mobile app for in-field identification of biotic threats of wheat - Frontiers in Plant Science - Pests and Diseases Monitoring and Forecasting Algorithms, Technologies, and Applications
- Reggiannini M., Salerno E., Bacciu C., D'Errrico A., Lo Duca A., Marchetti A., Martinelli M., Righi M., Tampucci M.,Mercurio C., Di Paola C. Remote Sensing for Maritime Traffic Understanding
2023
- Ignesti G., Deri C., D’Angelo G., Pratali L., Bruno A., Benassi A., Salvetti O., Moroni D. and Martinelli M. Deep learning methods for point-of-care ultrasound examination IEEE PRELUDE SITIS, November 8th, Bangkok, Thailand
- Martino G., Moroni D. and Martinelli M. - Are We Using Autoencoders in a Wrong Way? - Arxiv Sep 4th 2023
- Bruno A., Moroni D., Martinelli M. - Efficient Deep Learning Approach for Olive Disease Classification - AgriAI - FedCSIS IEEE DOI: 10.15439/2023F4794
- Bruno A., Moroni D. and Martinelli M. - Efficient Adaptive Ensembling for Image Classification - Expert Sytems - Wiley, Arxiv
- Bruno A., Moroni D. and Martinelli M. - Revisiting ensembling for improving the performance of deep learning models - Lecture Notes in Computer Science
- Martinelli M., Moroni D., Prochazka A., Strojnik M. - Artificial intelligence in point of care diagnostics - editorial article Frontiers in Digital Health, Sec. Health Informatics Volume 5 - 2023 https://doi.org/10.3389/fdgth.2023.1236178
- Bruno A., Ignesti G., Martinelli M. - Explaining Ensemble Models for Lung Ultrasound Classification - ERCIM News 134 (July 2023)
- Bruno A., Ignesti G., Salvetti O., Moroni D., Martinelli M. - Efficient lung ultrasound classification Bioengineering
- Bruno A., Caudai C., Leone G. R., Martinelli M., Moroni D., Crotti F. - Medical waste sorting: a computer vision approach for assisted primary sorting - IEEE ICASSPW
- Recognition of weeds in cereals using AI architecture - Dainelli R., Martinelli M., Bruno A., Moroni D., Morelli S., Silvestri M., Ferrari E., Rocchi L., Toscano P. ECPA2023
- Dainelli R., Martinelli M., Bruno A., Moroni D., Morelli S., Silvestri M., Ferrari E., Rocchi L., Toscano P. - A phenotyping weeds image dataset for open scientific research - Dataset
- Dainelli R., Martinelli M., Bruno A., Moroni D., Morelli S., Silvestri M., Ferrari E., Toscano P. - Wheat weeds recognition using a tailored Artificial Intelligence architecture from an open phenotyping imagery and field conditions - ECPA 2023
2022
- Ignesti G., Bruno A., Deri C., D'Angelo G., Bastiani L., Pratali L., Memmini S., Cicalini D., Dini A., Galesi G., Pardini F., Benassi O., Moroni D. and Martinelli M. - An intelligent platform of services based on multimedia understanding and telehealth for supporting the management of SARS-CoV-2 multi-pathological patients - IEEE International Conference on Signal-Image Technology & Internet-Based Systems
- Bruno A., Moroni D. and Martinelli M. - Revisiting ensembling for improving the performance of deep learning models - 26TH International Conference on Pattern Recognition, 21-25 Aug, Montreal, Canada
- Bruno A., Moroni D., Dainelli R., Rocchi L., Morelli S. , Ferrari E., Toscano P. and Martinelli M. - Improving Plant Disease Classification by Adaptive Minimal Ensembling - Frontiers in Artificial Intelligence doi: 10.3389/frai.2022.868926 -
- Giacomo Ignesti, Antonio Bruno, Chiara Deri, Gennaro D'Angelo, Luca Bastiani, Lorenza Pratali, Silvia Memmini, Davide Cicalini, Alessandro Dini, Giulio Galesi, Marco Tampucci, Francesca Pardini, Davide Moroni and Massimo Martinelli - An intelligent platform of services based on multimedia understanding and telehealth for supporting the management of SARS-CoV-2 multi-pathological patients - 16th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS, Dijon, France – October 19-21
- Bruno, A., Martinelli, M. & Moroni, D. Exploring Ensembling in Deep Learning. Pattern Recognit. Image Anal. 32, 519–521 (2022).
2021
- Pecchio O. *, Martinelli M. *, , Lupi G. *, Giardini G., Caligiana L., Bonin S., Scalese M., Salvetti O., Moroni D. and Bastiani L - Acupuncture Effects on Cerebral Blood Flow during Normoxia and Normobaric Hypoxia: Results from a Prospective Crossover Pilot Study - Technologies
- Bastiani L., Paolicchi F., Faggioni L., Martinelli M., Gerasia R., Martini C., Cornacchione P., Ceccarelli M., Chiappino D., Della Latta D., Negri J., Pertoldi D., Negro D., Nuzzi G., Rizzo V., Tamburrino P., Pozzessere C., Aringhieri G., Caramella D. - Patient Perceptions and Knowledge of Ionizing Radiation From Medical Imaging - Jama Network Open doi:10.1001/jamanetworkopen.2021.28561 - 13/10/2021
- Agazzi G.C., Valoti P., Bastiani L.; Denoth F., Pratali L., D'Angelo G., Carrara B., Parigi G. B., Malannino M., Spinelli A., Calderoli A., Orizio L., Giardini G., Salvetti O., Moroni D., Martinelli M. and Mrakic Sposta S. - Mediterranean Diet Mitigates Acute Mountain Sickness - XIII World Congress on mountain medicine - ISMM2021 - Interlaken, Swiss
- Mrakic-Sposta, S.,Gussoni, M.,Dellanoce, C.,Marzorati, M.,Montorsi, M.,Rasica, L.,Pratali, L.,D’Angelo, G.,Martinelli, M.,Bastiani, L.,Di Natale, L. Vezzoli, A. - Effects of Acute and Sub-Acute Hypobaric Hyypoxia on Oxidative Stress - A Field Study in the Alps. European Journal of Applied Physiology volume 121, doi: 10.1007/s00421-020-04527-x
2020
- a.a.v.v Radiazioni Ionizzanti e Popolazione Generale - Radiazioni Ionizzanti e Popolazione Generale. Cosa sanno gli Italiani delle procedure radiologiche in Medicina - ISBN 978 88 8080 432 1
- Bastiani L., Paolicchi F., Martinelli M., Gerasia R.- Radiazioni Ionizzanti e Popolazione Generale - RadIoPoGe CNR, Roma (Italia), - in fase di stampa - ISBN 978 88 8080 433 8
- Martinelli M., Bastiani L., Moroni D., Mrakic-sposta S., Giardini G., Pratali L. - High altitude mountain telemedicine - Journal of telemedicine and telecare SAGE
- Nacci A., Martinelli M., Bastiani L. - Reflux Symptom Index (RSI) and singing voice handicap index (SVHI) in singing students. A pilot study. Journal of Voice (accepted for publication 15/6/2020)
- Nacci A., Bastiani L., Barillari M.R., Lechien J.R., Martinelli M., De Bortoli M., Berrettini S., and Fattori B. - Assessment and Diagnostic Accuracy Evaluation of the Reflux Symptom Index (RSI) Scale: Psychometric Properties using Optimal Scaling Techniques - Annals of Otology, Rhinology & Laryngology - DOI: 10.1177/0003489420930034
- Agazzi G., Bastiani L., Pratali L., Valoti P., Carrara B., Parigi G. B., Malannino M., Spinelli A., Calderoli A., Orizio L., D'Angelo G., Giardini G., Moroni D., Sposta S. M., Martinelli M. - Le style de vie des montagnards - Quebec, Canada, 22-26/01/2020
2019
- Jalil B.,Leone R., Martinelli M. , Moroni D., Pascali M.A., Berton A. - Fault detection in power equipment via an unmanned aerial system using multi modal data - Sensors (Volume 19, Issue 13)
- D'Acunto M., Martinelli M., Davide M. - From Human Mesenchymal Stromal Cells to Osteosarcoma Cells Classification by Deep Learning - Journal of Intelligent & Fuzzy Systems on Collective Intelligent Information and Database Systems
- Reggiannini M., Righi M., Tampucci M., Lo Duca A., Bacciu C., Bedini L., D'Errico A., Di Paola C., Marchetti A., Martinelli M., Mercurio C., Salerno E. and Zizi B. (2019) Remote Sensing for Maritime Prompt Monitoring in Journal of marine science and engineering
- Jalil B.; Pascali M.A.; Leone G.R.; Martinelli M.; Moroni D.; Salvetti O.; Berton A. - Visible and infrared imaging based inspection of power installation - Pattern recognition and image analysis
2018
- Martinelli M., Pratali L., Giardini G., La Monica D., Bastiani L.,Fosson J.P., Bonin S., Cugnetto M., Fiorini A,, Pernechele N., Ranfone M., Caligiana L., De la Pierre F., Stella JM., Salvetti O., Moroni D. - Telemedicine in Italian Mountain area: the e-Res@mont project - ISMM 2018 - Kathmandu, Nepal 21-24/11
- Reggiannini M., Martinelli M., ..., A Software Platform for Maritime Monitoring and Prompt Target Characterization- Φ-week event ESA-ESRIN, 12-16 November 2018
- Bastiani L., Marrucci E., Martinelli M., Fortunato L., Bonin S., Cugnetto M., Pernechele N., Ranfone M., Fiorini A., Collin N., Giardini G., Molinaro S., Pratali L. Cross-sectional and prospective study of the association between lifestyle, individual risk factors and Acute mountain sickness - ISMM 2018 - Kathmandu, Nepal 21-24/11
- Cugnetto M., Bonin S., Giardini G., Collin N., Fiorini L. A., Pernechele N., Ranfone M., Martinelli M., Pratali L.- Teleconsulations in the Mountains: the Role of Nurses Expert in Mountain Medicine - ISMM 2018 - Kathmandu, Nepal 21-24/11
- Martinelli M., Moroni D. - Volunteered Geographic Information for Enhanced Marine Environment Monitoring - Applied Sciences 2018, 8, 1743
- D'acunto M., Martinelli M., Moroni D. - Deep Learning approach to Human Osteosarcoma Cell Detection and Classification - International Conference on Multimedia and Network Information Systems (MISSI) 2018, Wroclaw, Poland, Sep 12-14, 2018 - Advances in Intelligent Systems and Computing - Multimedia and Network Information Systems Springer pp 353-361
- Jalil B., Pascali M.A., Leone R., Martinelli M., Moroni D. Salvetti O. - To identify hot spots in power lines using infrared and visible sensors - International Conference on Multimedia and Network Information Systems (MISSI) 2018, Wroclaw, Poland, Sep 12-14, 2018
- Reggiannini M., Righi M., Tampucci M., Bedini L., Di Paola C., Martinelli M., Mercurio C., Salerno E. - Remote Sensing for Maritime Monitoring and Vessel Prompt Identification - International Conference on Multimedia and Network Information Systems (MISSI) 2018, Wroclaw, Poland, Sep 12-14, 2018
- Jalil B.; Moroni D.; Pascali M.A.; Salvetti O.; Leone G.R.; Martinelli M; - Multimodal image analysis for power line inspection - ICPRAI 2018, Montréal, Canada, May 15, 2018
Projects
![TiAssisto Project](assets/img/projects/TiAssisto.jpg)
Ongoing
- TiAssisto - Covid-19 Tuscany Region Funding 2020-2024 (Principal Investigator)
- Barilla AGROSAT Plus / GranoScan (Industrial) 2020-2024 (Principal Investigator)
- DiOncogen - Innovative Diagnostic (PO FESR) 2020-2024 (Principal Investigator)
- Smart Converting 4.0 (POR FESR TOSCANA) 2020-2023
- RadioPoGe - Multicentric Study - Knowledge of the population on radiation protection and dose of the main radiological procedures (2018-2023)
- OSIRIS (2016-2018) (2020-2022)- ESA Optical/SAR data and system Integration for Rush Identification of Ship models
Past projects (selection)
- CNR SAPR - Youtube channel (2014-)
- SCIADRO - Regional (2017-2019) - Swarm of Drones
- E-Res@mont (2016-2018) (Principal Investigator) Interreg Alcotra 2014-2020 - Applications of mountains medicine around the Mont-Blanc
- Stop Velutina (2015-2017) - A common action strategy to stop the velutina wasp in Italy
- Semeoticons (2013-2016) (FP7) SEMEiotic Oriented Technology for Individual’s CardiOmetabolic risk self-assessmeNt and Self-monitoring
- Virtuoso (2015-2017) - A virtual health observer for the prevention of cardio-metabolic activity in the practice of fitness & wellness in touris centers
- Cryptex LLC, New York (industrial) (2016-2017): decision support systems for fitness
- APPTour (2015-2016) APPTour (Principal Investigator): industrial proj. for the study and development of independent mobile platforms in dedicated networks for access and use of multimedia content
- S4E (2013-2016) (Smart Cities and Communities) Safety & Security Systems for Sea Environment
- Arrows (FP7) - ARchaeological RObot systems for the World's Seas - (2012-2014)
- Thesaurus - Techniques for underwater archaeological esploration using autonomous robots in swarms (2011-2013)
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Argomarine FP7 Project: Automatic Recognition and GeOpositioning integrated in a Marine Monitoring Network (2009-2012)
ARGO Sentinel, an application for the protection of the sea - Argomarine Youtube Channel -
Chronious FP7 Project: An Open, Ubiquitous and Adaptive Chronic Disease Management Platform for COPD and Renal Insufficiency (2008-2012)
- Teaching on Web Services and XML technologies for CITEL and AIDA (2006-2011)
-
The ALFEA's information system (2010-2011) (Principal investigator)
-
Heartfaid FP6 Project: A Knowledge Based Platform of Services for Supporting Medical-Clinical Management of Heart Failure Within Elderly Population (2006-2009)
- M.U.S.C.L.E. (EU) - Multimedia Understanding through Semantics, Computation and Learning "aims at creating and supporting the NoE communities to foster close collaboration between research groups in multimedia data mining and machine learning" (2005-08).
- Services for the Digital Terrestrial Television - Livorno Municipality, Toscana Region, TeleGranducato (2006-2007)
- Local Informative Services, Municipality of Livorno interface to the Tuscany Region, 2006
- I.N.D.E.T. (EU) Integrated Non Destructive Evaluation Testing (main European Aerospace Industries involved), 2002-05
- SIRIA Project (Informative System for The Italian Research in Antartic)(ENEA): hosting of the National Antarctic Data Center (NADC), 2003-2006
- APEX Project(MIUR) - Improving dependability and security levels developing a process evolutionary archicture for non destructive testing of aeronautical structures, Alenia, 2002-2005
- "The ARPA System: Adaptive Remote Protocol for Active interfacing" A system for interfacing remotely procedures and data regarding Non Destructive Controls, 2004
- "Document Service" A Web Service handling the documentation requests to Livorno Municipality, 2004
- APRED Project - Report Automation - Enel 2002-2005
- Simplifying the Electronic Identity Card: Municipality of Livorno Registry Office interaction with the Italian Internal Affairs Ministery 2002-2004
- Interaction between the Livorno Municipality with the Internal Ministry - 2002-2003
- Emission of the Electronic Identity Card (CIE) at Livorno Municipality, 2002
- Automatic production of documents in a distributed environment, in collaboration with ENEL Research and Production of Pisa, 2002
- SID (MIUR) - Scientific consultancy for ENEL Research, 2002
- SIAE (XML data transmission), Software Certification Center, ISTI, CNR, 2002
- Web advertisements, Software Certification Center, ISTI, CNR, 2002
- I.N.D.U.C.E. (EU) Integrated Non destructive Testing Concepts for Unified Life-CiclE (main European Aerospace Industries involved), 1999-02
- Epidemiology research studies, IFC-CNR, Pisa, 1991-95
Courses selection
2020
- Segnali e Immagini - Seminario per il Corso di Laurea Magistrale in Ingegneria Biomedica - Università di Pisa, 20 Maggio 2020
- Paolicchi F., Martinelli M., Bastiani L. - "Cosa sa la popolazione generale delle radiazioni ionizzanti?" - Corso "Il monitoraggio informatico della dose" Pisa 30/1/2020 - Aula Della Radiodiagnostica 1, Ospedale Di Cisanello, Pisa.
2019
- Pratali L., Martinelli M.- "Un salto nel futuro, oggi nel presente: la Telemedicina" - Corso di Medicina di Montagna 12-14 Luglio 2019, Rifugio Casati 3269m. (Ortles-Cevedale, Sondrio)
- Innovazione in telemedicina - Seminario per il Corso di Laurea Magistrale in Ingegneria Biomedica - Università di Pisa, 27 Marzo 2019
2018
- XSL - Corso di Laurea in Informatica Umanistica - Codifica dei testi - 10/12/2018
- Un sistema Web per valutare la conoscenza della popolazione sulla radioprotezione e sulla dose radiante delle principali procedure radiologiche - Scuola Medica Università di Pisa - Giugno 2018
- Twitter quickly - CNR-ISTI - Giugno 2018
- Tecnologie innovative per la telemedicina - Seminario per il Corso di Laurea Magistrale in Ingegneria Biomedica - Università di Pisa, Marzo 2018
2013
- HTML5: sei pronto per la Open Web Platform?, Milano SMAU 2013, 23 Ottobre
- Corso HTML5, Smart Services Cooperation Lab, Telecom Italia, Bologna, 26 Settembre 2013
- HTML5: time is now!? CSS3 & HTML5, video, Auditorium Consiglio Nazionale delle Ricerche, Pisa, 31 Maggio 2013
2012
- HTML, CSS, XML, XSL, HTML5 Master in Comunicazione e New Media Ateneo Pontificio Regina Apostolorum, Roma, Maggio 2012
2011
- HTML5 Pisa 29/03
2010
- Corsi Aquarius (Accessibilità, QUAlità, RIspetto per gli Utenti Svantaggiati Tecnologie Web Ufficio Italiano W3C, Rete Telematica Regione Toscana e Regione Toscana: Firenze 19/10, 16/11 - Pisa 26/10, 23/11
- Corsi Comune Livorno: programmazione in ambiente Java Enterprise
- Corsi CNR: Tecnologie Web e Web Services
2009-2004
- Corsi Comune Livorno: Web Services, strumenti per CITEL e AIDA (E-Government E.Toscana), strumenti di ausilio alla programmazione e tecnologie Web
2003-1999
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"Introduzione ad XHTML, CSS, XML e XSLT "Corso di Specializzazione in Fisica Sanitaria (Università di Pisa) – Giugno – (2003)
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"XML: Una introduzione " – 6 Luglio – Comune di Livorno (2001)
-
"La programmazione XML: XSLT, SAX, DOM" –
Andrea Marchetti – IAT CNR Pisa,
Stefano Bovone – Elsag S.p.A. Genova,
Massimo Martinelli – IEI CNR Pisa) 9 Maggio - II Workshop XML Italia
http://www.xml.it/Pisa2000/tutorial2.html (2000)
-
Contenuti del Seminario "Introduzione ad XML" Pisa 24 Maggio 2000 -
slide in formato PDF (colori) -
(b/n)
- "Integrazione di tecnologie XML nella realizzazione di siti Web". I giornata di studio XML Italia", Bologna Area di Ricerca del CNR.. 15 Giugno 1999
Selezione documenti su tecnologie Web
2006-1999
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"XML: A Technical Introduction". Una introduzione ad XML (esempi di XML, DTD, Namespaces, Schema, CSS, XSL, XSLT, XPath, DOM, XLink, Xpointer) - Giugno 2000
-
"
RDF Model and Syntax Specification" Andrea Marchetti (IAT-CNR), Massimo Martinelli (IEI-CNR), Enrico Seta (Camera dei Deputati) Traduzione della raccomandazione W3C
- "XML: un linguaggio estensibile per il World Wide Web" (versione NOFRAME) Una introduzione in italiano - Febbraio 1999
Contact
Contact us for advice in case our skills can be useful to you!
Location:
Istituto di Scienza e Tecnologie dell'Informazione "A. Faedo"
Consiglio Nazionale delle Ricerche
Via G. Moruzzi, 1 - 56124 Pisa, Itly
Email:
massimo\dot\martinelli/at#isti\dot/cnr\dot/it
Call:
+39 050 621 2803