Gesture recognition and classification for surgical skill assessment

MeMeA 2011 - 2011 IEEE International Symposium on Medical Measurements and Applications, Proceedings

Volumn , Issue , 2011, Pages 662-666

  Saggio, G ^a   Santosuosso, G L ^a   Cavallo, P ^a   Pinto, C A ^a   Petrella, M ^a   Giannini, F ^a   Di Lorenzo, N ^a   Lazzaro, A ^a   Corona, A ^a   D'Auria, F ^a   Iezzi, L ^a   Gaspari, A L ^a  

^a UNIVERSITY OF ROME TOR VERGATA   (Italy)

Author keywords

classificators; data glove; gesture recognition; surgical training

Indexed keywords

NEURAL NETWORKS; SURGERY;

CLASSIFICATORS; DATA GLOVE; GENERALIZATION PERFORMANCE; HIGH-DIMENSIONAL; NEURAL NETWORK CLASSIFICATION; SURGICAL GESTURES; SURGICAL TRAINING; SURGICAL TRAINING SYSTEMS;

GESTURE RECOGNITION;

EID: 80052389446     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MeMeA.2011.5966681     Document Type: Conference Paper

References (20)

1. J. Lander "Working with motion capture fileformats" Game developer, Jan 1988
2. G. Saggio, M. De Sanctis, E. Cianca, G. Latessa, F. De Santis, F. Giannini "Long Term Measurement of Human Joint Movements for Health Care and Rehabilitation Purposes" Wireless Vitae09 - Wireless Communications, Vehicular Technology, Information Theory and Aerospace & Electronic Systems Technology, Aalborg (Denmark), 17-20 May, 2009 - pp. 674-678
3. J. P. Wachs, H. I. Stern, Y. Edan, M. Gillam, J. Handler, C. Feied, M. Smith "A gesture-based tool for sterile brwsing of radiology images" J Am Med Inform Assoc. 2008 May-Jun; 15(3): 321-323
4. R. King, Benny P.L. Lo, A. Darzi, G-Z. Yang "Hand gesture recognition with body sensor networks" in BSN '05, International Workshop on Wearable and Implantable Body Sensor Networks, April 12-13, 2005
5. Giovanni Saggio, Stefano Bocchetti, Carlo Alberto Pinto, Giancarlo Orengo "Wireless Data Glove System developed for HMI" ISABEL2010, 3rd International Symposium on Applied Sciences in Biomedical and Communication Technologies, Roma, Italy, November 7-10, 2010
6. L. Dipietro, A. M. Sabatini, P. Dario "A Survey of Glove-Based Systems and Their Applications" IEEE Transactions on Systems, Man, and Cybernetics-part C: Applications and Reviews, vol. 38, no. 4, july 2008.
7. Krishna Moorthy, Yaron Munz, Sudip K Sarker, Ara Darzi; Objective assessment of technical skills in surgery-Clinical Review; BMJ Volume 327 1 November 2003
8. A Darzi, S Mackay Assessment of surgical competence; Quality in Health Care 2001;10(Suppl II):ii64-ii69.
9. Fitts PM, Posner MI, Human performance. Belmont, CA: Brooks/Cole, 1967
10. Kopta JA. The development of motor skills in orthopaedic education. Clin Ortoph 1971; 75:80-5
11. C. Li · P.R. Kulkarni · B. Prabhakaran, "Segmentation and recognition of motion capture data", Multimed Tools Appl vol. 35, pp. 55-70, 2007.
12. D. Fisch, B. Kühbeck, B. Sick, S. J. Ovaska "So near and yet so far: New insight into properties of some well-known classifier paradigms" Information Sciences, vol. 180, pp.3381-340,1 2010.
13. W. Pawel, T. Amaral, O. Dias A. Wolczowski M.Kurzynski, "Hand movement recognition based on biosignal analysis" Engineering Applications of Artificial Intelligence Vol. 22, Issue: 4-5, pp. 608-615, June, 2009.
14. I. Mrazova, D. Wangb, "Improved generalization of neural classifiers with enforced internal representation", Neurocomputing, Vol. 70, pp. 2940-2952, 2007.
15. B. Guillaume, B. Stéphane, L. Minotti, M. Antonakios, R. Guillemaud, P. Kahane "Classification of epileptic motor manifestations using inertial and magnetic sensors", Journal: Computers in Biology and Medicine, Vol. 41, pp. 46-55, Jan, 2011.
16. G. Dreyfus, "Neural Networks - Methodology and Applications", Springer,2005.
17. Dankelman J, N. Di Lorenzo "Surgical Training and Simulation" Minim Invasive Ther Allied Technol.;14 (4):211-3. 2005.
18. N. Di Lorenzo, G. Coscarella."Il Paziente Virtuale come nuova modalità di Apprendimento". Monografia "Tecnologia e sicurezza in sala operatoria". SIC pag. 60-63-2003
19. G. Coscarella, N. Di Lorenzo, P. Gentileschi, L. Faraci, F. Lirosi, A. De Majo, F. Russo, M. Pietrantuono, A. Gaspari "I Sistemi Robotici sono utili nella formazione del Giovane Chirurgo" Tumori, Suppl. to vol 89, n 3, pg 44 May-Jun 2003.
20. V.N. Paltern, T.P. Grantcharov "Virtual reality in surgical skills training" Surg Clin North Am 2010 Jun; 90 (3): 605-617.