{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T19:39:15Z","timestamp":1771702755784,"version":"3.50.1"},"publisher-location":"Cham","reference-count":35,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319265070","type":"print"},{"value":"9783319265087","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-26508-7_13","type":"book-chapter","created":{"date-parts":[[2015,12,23]],"date-time":"2015-12-23T12:40:00Z","timestamp":1450874400000},"page":"125-137","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Arm Muscular Effort Estimation from Images Using Computer Vision and Machine Learning"],"prefix":"10.1007","author":[{"given":"Leandro","family":"Abraham","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Facundo","family":"Bromberg","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Raymundo","family":"Forradellas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,12,24]]},"reference":[{"key":"13_CR1","unstructured":"Asus xtion. http:\/\/www.asus.com\/latin\/Multimedia\/Xtion\/"},{"key":"13_CR2","unstructured":"Microsoft kinect sensor. http:\/\/www.xbox.com\/es-ES\/Kinect"},{"issue":"5","key":"13_CR3","doi-asserted-by":"publisher","first-page":"055008","DOI":"10.1088\/1741-2560\/6\/5\/055008","volume":"6","author":"LA Johnson","year":"2009","unstructured":"Johnson, L.A., Fuglevand, A.J.: Evaluation of probabilistic methods to predict muscle activity: implications for neuroprosthetics. J. Neural Eng. 6(5), 055008 (2009)","journal-title":"J. Neural Eng."},{"key":"13_CR4","volume-title":"Occupational Biomechanics","author":"DB Chaffin","year":"1984","unstructured":"Chaffin, D.B., Andersson, G.B.J., et al.: Occupational Biomechanics. Wiley, New York (1984)"},{"key":"13_CR5","unstructured":"Bauer, A., Paclet, F., Cahouet, V., Dicko, A.H., Palombi, O., Faure, F., Troccaz, J., et al.: Interactive visualization of muscle activity during limb movements: towards enhanced anatomy learning. In: Eurographics Workshop on VCBM (2014)"},{"key":"13_CR6","doi-asserted-by":"crossref","unstructured":"Carli, M., Goffredo, M., Schmid, M., Neri, A.: Study of muscular deformation based on surface slope estimation. In: Electronic Imaging, p. 60640U. International Society for Optics and Photonics (2006)","DOI":"10.1117\/12.642813"},{"issue":"3","key":"13_CR7","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."},{"issue":"10","key":"13_CR8","doi-asserted-by":"publisher","first-page":"1924","DOI":"10.1016\/j.jbiomech.2005.05.008","volume":"39","author":"D Matheson Rittenhouse","year":"2006","unstructured":"Matheson Rittenhouse, D., Abdullah, H.A., John Runciman, R., Basir, O.: A neural network model for reconstructing emg signals from eight shoulder muscles: consequences for rehabilitation robotics and biofeedback. J. Biomech. 39(10), 1924\u20131932 (2006)","journal-title":"J. Biomech."},{"issue":"1","key":"13_CR9","first-page":"65","volume":"110","author":"Z Davide","year":"2001","unstructured":"Davide, Z., Andrea, G., Vincent, T.: The use of optical flow to characterize muscle contraction. J. Neurosci. Methods 110(1), 65\u201380 (2001)","journal-title":"J. Neurosci. Methods"},{"issue":"4","key":"13_CR10","doi-asserted-by":"publisher","first-page":"645","DOI":"10.1016\/j.apergo.2011.09.011","volume":"43","author":"T Dutta","year":"2012","unstructured":"Dutta, T.: Evaluation of the kinect $$\\rm ^{TM}$$ sensor for 3-d kinematic measurement in the workplace. Appl. Ergonomics 43(4), 645\u2013649 (2012)","journal-title":"Appl. Ergonomics"},{"issue":"3","key":"13_CR11","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1145\/1360612.1360695","volume":"27","author":"SI Park","year":"2008","unstructured":"Park, S.I., Hodgins, J.K.: Data-driven modeling of skin and muscle deformation. ACM TOG 27(3), 96 (2008)","journal-title":"ACM TOG"},{"key":"13_CR12","unstructured":"Assassi, L., Becker, M., Magnenat Thalmann, N.: Dynamic skin deformation based on biomechanical modeling. In: Proceedings of the 25th CASA, vol. 2 (2012)"},{"issue":"4","key":"13_CR13","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1016\/S0268-0033(03)00004-4","volume":"18","author":"B Laursen","year":"2003","unstructured":"Laursen, B., S\u00f8gaard, K., Sj\u00f8gaard, G.: Biomechanical model predicting electromyographic activity in three shoulder muscles from 3d kinematics and external forces during cleaning work. Clin. Biomech. 18(4), 287\u2013295 (2003)","journal-title":"Clin. Biomech."},{"issue":"1","key":"13_CR14","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"B Leo","year":"2001","unstructured":"Leo, B.: Random forests. Mach. Learn. 45(1), 5\u201332 (2001)","journal-title":"Mach. Learn."},{"key":"13_CR15","doi-asserted-by":"crossref","unstructured":"Marzieh, M., Ling, W., Qin, L., Yaxiong, L., Jiankang, H., Dichen, L., Zhongmin, J.: Muscle activity prediction using wavelet neural network. In: ICWAPR 2013, pp. 241\u2013246. IEEE (2013)","DOI":"10.1109\/ICWAPR.2013.6599324"},{"key":"13_CR16","volume-title":"Biomechanics of Sport and Exercise","author":"P McGinnis","year":"2013","unstructured":"McGinnis, P.: Biomechanics of Sport and Exercise. Human Kinetics, USA (2013)"},{"key":"13_CR17","doi-asserted-by":"crossref","unstructured":"Michela, G., Marco, C., Silvia, C., Daniele, B., Alessandro, N., Tommaso, D.: Evaluation of skin and muscular deformations in a non-rigid motion analysis. In: Medical Imaging, pp. 535\u2013541. International Society for Optics and Photonics (2005)","DOI":"10.1117\/12.595239"},{"key":"13_CR18","doi-asserted-by":"crossref","unstructured":"Neumann, T., Varanasi, K., Hasler, N., Wacker, M., Magnor, M., Theobalt, C.: Capture and statistical modeling of arm-muscle deformations. In: Computer Graphics Forum, vol. 32, pp. 285\u2013294. Wiley Online Library (2013)","DOI":"10.1111\/cgf.12048"},{"issue":"1","key":"13_CR19","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/0031-3203(95)00067-4","volume":"29","author":"T Ojala","year":"1996","unstructured":"Ojala, T., Pietik\u00e4inen, M., Harwood, D.: A comparative study of texture measures with classification based on featured distributions. Pattern Recogn. 29(1), 51\u201359 (1996)","journal-title":"Pattern Recogn."},{"issue":"5","key":"13_CR20","doi-asserted-by":"publisher","first-page":"1055","DOI":"10.1109\/72.788646","volume":"10","author":"O Chapelle","year":"1999","unstructured":"Chapelle, O., Haffner, P., Vapnik, V.N.: Support vector machines for histogram-based image classification. IEEE Trans. Neural Netw. 10(5), 1055\u20131064 (1999)","journal-title":"IEEE Trans. Neural Netw."},{"key":"13_CR21","unstructured":"Pandy, M.G., Barr, R.E.: Biomechanics of the musculoskeletal system. In: Standard Handbook of Biomedical Engineering and Design (2004)"},{"key":"13_CR22","unstructured":"Qi, S., Buchanan, T.S.: Electromyography as a tool to estimate muscle forces. In: Standard Handbook of Biomedical Engineering & Design (2004)"},{"key":"13_CR23","doi-asserted-by":"crossref","unstructured":"Robertini, N., Neumann, T., Varanasi, K., Theobalt, C.: Capture of arm-muscle deformations using a depth-camera. In: Proceedings of the 10th European Conference on Visual Media Production, p. 12. ACM (2013)","DOI":"10.1145\/2534008.2534023"},{"issue":"3","key":"13_CR24","doi-asserted-by":"publisher","first-page":"578","DOI":"10.1145\/882262.882310","volume":"22","author":"P Sand","year":"2003","unstructured":"Sand, P., McMillan, L., Popovi\u0107, J.: Continuous capture of skin deformation. ACM Trans. Graph. (TOG) 22(3), 578\u2013586 (2003)","journal-title":"ACM Trans. Graph. (TOG)"},{"issue":"1","key":"13_CR25","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/S1050-6411(00)00038-9","volume":"11","author":"P Sd","year":"2001","unstructured":"Sd, P., Ae, P., Da, S.: Artificial neural network model for the generation of muscle activation patterns for human locomotion. J. Electromyogr. Kinesiol. 11(1), 19\u201330 (2001)","journal-title":"J. Electromyogr. Kinesiol."},{"key":"13_CR26","doi-asserted-by":"crossref","unstructured":"Senanayake, S., Triloka, J., Malik, O.A., Iskandar, M.: Artificial neural network based gait patterns identification using neuromuscular signals and soft tissue deformation analysis of lower limbs muscles. In: IJCNN, pp. 3503\u20133510. IEEE (2014)","DOI":"10.1109\/IJCNN.2014.6889899"},{"key":"13_CR27","doi-asserted-by":"crossref","unstructured":"Shamik, S., Gang, Q., Sakti, P.: Segmentation and histogram generation using the hsv color space for image retrieval. In: ICIP, vol. 2, p. II-589. IEEE (2002)","DOI":"10.1109\/ICIP.2002.1040019"},{"key":"13_CR28","volume-title":"Biomechanics in Ergonomics","author":"K Shrawan","year":"1999","unstructured":"Shrawan, K.: Biomechanics in Ergonomics. CRC Press, Boca Raton (1999)"},{"key":"13_CR29","doi-asserted-by":"crossref","unstructured":"Sifakis, E., Neverov, I., Fedkiw, R.: Automatic determination of facial muscle activations from sparse motion capture marker data. In: ACM TOG, vol. 24, pp. 417\u2013425. ACM (2005)","DOI":"10.1145\/1073204.1073208"},{"key":"13_CR30","unstructured":"Manal, K., Buchanan, T.S.: Biomechanics of human movement. In: Standard handbook of biomedical engineering & design, p. 26 (2004)"},{"issue":"1","key":"13_CR31","doi-asserted-by":"publisher","first-page":"482","DOI":"10.1152\/jn.00956.2007","volume":"100","author":"CV Anderson","year":"2008","unstructured":"Anderson, C.V., Fuglevand, A.J.: Probability-based prediction of activity in multiple arm muscles: implications for functional electrical stimulation. J. Neurophysiol. 100(1), 482\u2013494 (2008)","journal-title":"J. Neurophysiol."},{"issue":"3","key":"13_CR32","doi-asserted-by":"publisher","first-page":"419","DOI":"10.1016\/j.jelekin.2014.02.004","volume":"24","author":"X Xu","year":"2014","unstructured":"Xu, X., McGorry, R.W., Lin, J.-H.: A regression model predicting isometric shoulder muscle activities from arm postures and shoulder joint moments. J. Electromyogr. Kinesiol. 24(3), 419\u2013429 (2014)","journal-title":"J. Electromyogr. Kinesiol."},{"key":"13_CR33","doi-asserted-by":"crossref","unstructured":"Yang, M.H., Ahuja, N.: Gaussian mixture model for human skin color and its applications in image and video databases. In: Electronic Imaging\u201999, pp. 458\u2013466. International Society for Optics and Photonics (1998)","DOI":"10.1117\/12.333865"},{"key":"13_CR34","doi-asserted-by":"crossref","unstructured":"Youn, H.Q., Park, S.I., Hodgins, J.K.: A data-driven segmentation for the shoulder complex. In: Computer Graphics Forum, vol. 29, pp. 537\u2013544. Wiley Online Library (2010)","DOI":"10.1111\/j.1467-8659.2009.01623.x"},{"issue":"6","key":"13_CR35","doi-asserted-by":"publisher","first-page":"2283","DOI":"10.1523\/JNEUROSCI.22-06-02283.2002","volume":"22","author":"D Zoccolan","year":"2002","unstructured":"Zoccolan, D., Torre, V.: Using optical flow to characterize sensory-motor interactions in a segment of the medicinal leech. J. Neurosci. 22(6), 2283\u20132298 (2002)","journal-title":"J. Neurosci."}],"container-title":["Lecture Notes in Computer Science","Ambient Intelligence for Health"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-26508-7_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T22:38:35Z","timestamp":1748731115000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-26508-7_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319265070","9783319265087"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-26508-7_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"24 December 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}