Massimo Martinelli

• Works at the National Research Council (scientific collaboration since 1989), Institute of Information Science and Technologies "A.Faedo", Pisa (since 1997)
• Affiliated with the "Signals & Images" research laboratory at CNR-ISTI (since 2002)
• Member of the W3C Multimedia Semantics Incubator Group (2006-2007)
• Member of the XML Italy ORGganizing Group (since 1997).
• Collaborated with the W3C Italian Office (2003-2014)

For the full list see IRIS Institutional research information system

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2025

• Ercolini L., Grossi N., Martinelli M., Moroni D., Berton A., Silvestri N. - Improving weed control efficiency in maize fields: a methodological approach to site-specific weed management - 15th European Conference on Precision Agriculture - Barcelona, Spain

2024

• You’ve Got the Wrong Outfit: Evaluating Deep Learning Paradigms on Digit and Fashion Recognition - Ignesti G., Martinelli M., Moroni D. - 27th International Conference on Pattern Recognition - Image Mining. Theory and Applications, Kolkata, India
• Environmental study and stress-related biomarkers modifications in a crew during analog astronaut mission EMMPOL 6 - 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
• You've Got the Wrong Number: Evaluating Deep Learning Training Paradigms Using Handwritten Digit Recognition Data - Ignesti G., Martinelli M., Moroni D. - 27th International Conference on Pattern Recognition - Image Mining. Theory and Applications, Kolkata, India
• 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