Using ultrasound images of the forearm to predict finger positions

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 20, Issue 6, 2012, Pages 788-797

  Castellini, Claudio ^a   Passig, Georg ^a   Zarka, Emanuel ^a  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

Author keywords

Learning and adaptive systems; rehabilitation; ultrasound imaging

Indexed keywords

ERGONOMY; HAND PROSTHESIS; HUMAN BODIES; HUMAN COMPUTER INTERFACES; HUMAN FOREARMS; LEARNING AND ADAPTIVE SYSTEM; LINEAR RELATIONSHIPS; MEDICAL ULTRASOUND IMAGING; METACARPOPHALANGEAL JOINTS; TELEOPERATED; TEMPORAL RESOLUTION; TYPICAL APPLICATION; ULTRASOUND IMAGES; ULTRASOUND IMAGING; ULTRASOUND PROBES;

ADAPTIVE SYSTEMS; PATIENT REHABILITATION; PROSTHETICS; ULTRASONIC IMAGING;

ULTRASONICS;

ADULT; ALGORITHM; ARTICLE; AUDIOVISUAL EQUIPMENT; ECHOGRAPHY; FEMALE; FINGER; FOREARM; FORECASTING; HAND; HISTOLOGY; HUMAN; IMAGE PROCESSING; MALE; METHODOLOGY; MOVEMENT (PHYSIOLOGY); NEUROIMAGING; PHYSIOLOGY; REPRODUCIBILITY; SENSATION; STATISTICAL ANALYSIS; STATISTICAL MODEL; TRANSDUCER;

ADULT; ALGORITHMS; DATA INTERPRETATION, STATISTICAL; FEMALE; FINGERS; FOREARM; FORECASTING; HAND; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LINEAR MODELS; MALE; MODELS, ANATOMIC; MOVEMENT; NEUROIMAGING; REPRODUCIBILITY OF RESULTS; SENSATION; TRANSDUCERS; ULTRASONOGRAPHY; YOUNG ADULT;

EID: 84869384598     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2012.2207916     Document Type: Article

References (26)

1. R. S.C. Cobbold, Foundations of BiomedicalUltrasound, ser.Biomedical Engineering. New York: Oxford Univ. Press, 2007.
2. P. L. Cooperberg, I. Tsang, L. Truelove, and W. J. Knickerbocker, "Gray scale ultrasound in the evaluation of rheumatoid arthritis of the knee," Radiology, vol. 126, pp. 759-763, 1978. (Pubitemid 8291803)
3. L. De Flaviis, P. Scaglione, R. Nessi, R. Ventura, and G. Calori, "Ultrasonography of the hand in rheumatoid arthritis," Acta Radiol., vol. 29, pp. 457-460, 1988.
4. G. A. W. Bruyn and W. A. Schmidt, Introductory Guide to Musculoskeletal Ultrasound for the Rheumatologist. Houten, The Netherlands: Bohn Stafleu & Van Loghum, 2006.
5. Y. Zheng, M. Chan, J. Shi, X. Chen, and Q. Huang, "Sonomyography: Monitoring morphological changes of forearm muscles in actions with the feasibility for the control of powered prosthesis," Med. Eng. Phys., vol. 28, pp. 405-415, 2006.
6. X. Chen, Y.-P. Zheng, J. Y. Guo, and J. Shi, "Sonomyography (SMG) control for powered prosthetic hand: A study with normal subjects," Ultrasound Med. Biol., vol. 36, no. 7, pp. 1076-1088, 2010.
7. J.-Y. Guo,Y.-P. Zheng, L. P. J.Kenney,A. Bowen, D. Howard, and J. J. Canderle, "A comparative evaluation of sonomyography, electromyography, force, and wrist angle in a discrete tracking task," Ultrasound Med. Biol., vol. 37, no. 6, pp. 884-891, 2011.
8. J. Shi, S. Hu, Z. Liu, J. Guo, Y. Zhou, and Y. Zheng, "Recognition of finger flexion from ultrasound image with optical flow: A preliminary study," in Proc. Int. Conf. Biomed. Eng. Comput. Sci. (EMBC),Wuhan, China, 2010, pp. 1-4.
9. B. K. P. Horn and B. G. Schunk, "Determining the optical flow," Artif. Intell., vol. 17, pp. 185-203, 1981.
10. C. Castellini and G. Passig, "Ultrasound image features of the wrist are linearly related to finger positions," in Proc. IROS-Int. Conf. Intell. Robots Syst., 2011, pp. 2108-2114.
11. J. Nilsson, "Implementing a continuously updating, high-resolution time provider for windows," MSDN Mag. 2004 [Online]. Available: http://msdn.microsoft.com/en-us/magazine/cc163996.aspx
12. P. J. Green and B. W. Silverman, Nonparametric Regression and Generalized Linear Models, ser. Monographs Stat. Appl. Probabil. London, U.K.: Chapman & Hall, 1994, ch. 58.
13. T. Evgeniou, M. Pontil, and T. Poggio, "Regularization networks and support vector machines," Adv. Computat. Math., vol. 13, no. 1, pp. 1-50, 2000.
14. B. E. Boser, I. M. Guyon, and V. N. Vapnik, "A training algorithm for optimal margin classifiers," in Proc. 5th Annu. ACM Workshop Computat. Learn. Theory, D. Haussler, Ed., 1992, pp. 144-152.
15. V. Vovk, "Competitive on-line statistics," Int. Stat. Rev., vol. 69, pp. 213-248, 2001.
16. K. S. Azoury and M. Warmuth, "Relative loss bounds for on-line density estimation with the exponential family of distributions," Mach. Learn., vol. 43, no. 3, pp. 211-246, 2001. (Pubitemid 32471833)
17. H. Flor, T. Elbert, S. Knecht, C.Wienbruch, C. Pantev, N. Birbaumers, W. Larbig, and E. Taub, "Phantom-limb pain as a perceptual correlate of cortical reorganization following arm amputation," Nature, vol. 375, no. 6531, pp. 482-484, 1995.
18. H. Flor and N. Birbaumer, "Phantom limb pain: Cortical plasticity and novel therapeutic approaches," Current Opin. Anaesthesiol., vol. 13, pp. 561-564, 2000.
19. C. Maihöfner, R. Baron, R. DeCol, A. Binder, F. Birklein, G. Deuschl, H. O. Handwerker, and J. Schattschneider, "The motor system shows adaptive changes in complex regional pain syndrome," Brain, vol. 130, no. 10, pp. 2671-2687, 2007. (Pubitemid 47511699)
20. V. S. Ramachandran, D. Rogers-Ramachandran, and S. Cobb, "Touching the phantom limb," Nature, vol. 377, no. 6549, pp. 489-490, 1995.
21. B. L. Chan, R. Witt, A. P. Charrow, A. Magee, R. Howard, P. F. Pasquina, K. M. Heilman, and J. W. Tsao, "Mirror therapy for phantom limb pain," N. Eng. J. Med. vol. 357, no. 21, pp. 2206-2207, 2007. (Pubitemid 350146133)
22. F. C. P. Sebelius, B. N. Rosén, and G. N. Lundborg, "Refined myoelectric control in below-elbow amputees using artificial neural networks and a data glove," J. Hand Surg., vol. 30A, no. 4, pp. 780-789, 2005. (Pubitemid 41024862)
23. F.V.Tenore, A.Ramos,A. Fahmy, S. Acharya, R.Etienne-Cummings, and N. V. Thakor, "Decoding of individuated finger movements using surface electromyography," IEEE Trans. Biomed. Eng., vol. 56, no. 5, pp. 1427-1434, May 2009.
24. C. Castellini and P. van der Smagt, "Surface EMG in advanced hand prosthetics," Biol. Cybern., vol. 100, no. 1, pp. 35-47, 2009.
25. C. Cipriani, C. Antfolk,M. Controzzi, G. Lundborg, B. Rosen, M. Carrozza, and F. Sebelius, "Onlinemyoelectric control of a dexterous hand prosthesis by transradial amputees," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 19, no. 3, pp. 260-270, Jun. 2011.
26. F. H. Netter, Atlas der Anatomie des Menschen, 3rd ed. Stuttgart, Germany: Thieme, 2006.