{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T15:02:45Z","timestamp":1785164565042,"version":"3.55.0"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031983597","type":"print"},{"value":"9783031983603","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-98360-3_11","type":"book-chapter","created":{"date-parts":[[2025,8,31]],"date-time":"2025-08-31T17:41:04Z","timestamp":1756662064000},"page":"147-157","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Efficient Yoga Pose Classification Using Deep Neural Networks"],"prefix":"10.1007","author":[{"given":"K.","family":"Divya","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"T.","family":"Sree Sharmila","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,9,1]]},"reference":[{"issue":"3","key":"11_CR1","doi-asserted-by":"publisher","first-page":"242","DOI":"10.3109\/09540261.2016.1160878","volume":"28","author":"R Govindaraj","year":"2016","unstructured":"Govindaraj, R., Karmani, S., Varambally, S., Gangadhar, B.: Yoga and physical exercise\u2013a review and comparison. Int. Rev. Psych. 28(3), 242\u2013253 (2016)","journal-title":"Int. Rev. Psych."},{"key":"11_CR2","doi-asserted-by":"publisher","unstructured":"Chen, H.-T., He, Y.-Z., Hsu, C.-C., Chou, C.-L., Lee, S.-Y., Lin, B.-S. P.: Yoga posture recognition for self-training. In: Gurrin, C., Hopfgartner, F., Hurst, W., Johansen, H., Lee, H., O\u2019Connor, N. (eds.) MultiMedia Modeling. MMM 2014. LNCS, vol. 8325. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-04114-8_42","DOI":"10.1007\/978-3-319-04114-8_42"},{"key":"11_CR3","doi-asserted-by":"crossref","unstructured":"Trejo, E.W., Yuan, P.: Recognition of yoga poses through an interactive system with kinect device. In: 2018 2nd International Conference on Robotics and Automation Sciences (ICRAS), pp. 1\u20135. IEEE (2018)","DOI":"10.1109\/ICRAS.2018.8443267"},{"key":"11_CR4","doi-asserted-by":"publisher","unstructured":"Mohanty, A., Ahmed, A., Goswami, T., Das, A., Vaishnavi, P., Sahay, R.R.: Robust pose recognition using deep learning. In: Raman, B., Kumar, S., Roy, P., Sen, D. (eds.) Proceedings of International Conference on Computer Vision and Image Processing. AISC, vol. 460. Springer, Singapore (2017). https:\/\/doi.org\/10.1007\/978-981-10-2107-7_9","DOI":"10.1007\/978-981-10-2107-7_9"},{"issue":"4","key":"11_CR5","doi-asserted-by":"publisher","first-page":"362","DOI":"10.1109\/TAI.2021.3096175","volume":"2","author":"A Gupta","year":"2021","unstructured":"Gupta, A., Gupta, H.P.: Yogahelp: leveraging motion sensors for learning correct execution of yoga with feedback. IEEE Trans. Artific. Intell. 2(4), 362\u2013371 (2021)","journal-title":"IEEE Trans. Artific. Intell."},{"key":"11_CR6","doi-asserted-by":"crossref","unstructured":"Anusha, M., Dubey, S., Raju, P., Pasha, I., et al.: Real\u2013time yoga activity with assistance of embedded based smart yoga mat. In: 2019 2nd International Conference on Innovations in Electronics, Signal Processing and Communication (IESC), pp. 1\u20136. IEEE (2019)","DOI":"10.1109\/IESPC.2019.8902371"},{"issue":"2","key":"11_CR7","doi-asserted-by":"publisher","first-page":"62","DOI":"10.4103\/0973-6131.60046","volume":"2","author":"S Omkar","year":"2009","unstructured":"Omkar, S., Mour, M., Das, D.: Motion analysis of sun salutation using magnetometer and accelerometer. Int. J. Yoga 2(2), 62 (2009)","journal-title":"Int. J. Yoga"},{"issue":"4","key":"11_CR8","doi-asserted-by":"publisher","first-page":"7192","DOI":"10.1109\/JIOT.2019.2915095","volume":"6","author":"M Gochoo","year":"2019","unstructured":"Gochoo, M., et al.: Novel iot-based privacy-preserving yoga posture recognition system using low-resolution infrared sensors and deep learning. IEEE Internet Things J. 6(4), 7192\u20137200 (2019)","journal-title":"IEEE Internet Things J."},{"issue":"10","key":"11_CR9","doi-asserted-by":"publisher","first-page":"2492","DOI":"10.1109\/TMM.2019.2904880","volume":"21","author":"TKK Maddala","year":"2019","unstructured":"Maddala, T.K.K., Kishore, P., Eepuri, K.K., Dande, A.K.: Yoganet: 3-d yoga asana recognition using joint angular displacement maps with convnets. IEEE Trans. Multimedia 21(10), 2492\u20132503 (2019)","journal-title":"IEEE Trans. Multimedia"},{"key":"11_CR10","doi-asserted-by":"publisher","unstructured":"Haque, S., Rabby, A.S.A., Laboni, M.A., Neehal, N., Hossain, S.A.: ExNET: deep neural network for exercise pose detection. In: Santosh, K., Hegadi, R. (eds.) Recent Trends in Image Processing and Pattern Recognition. RTIP2R 2018. CCIS, vol. 1035. Springer, Singapore (2018). https:\/\/doi.org\/10.1007\/978-981-13-9181-1_17","DOI":"10.1007\/978-981-13-9181-1_17"},{"key":"11_CR11","doi-asserted-by":"publisher","unstructured":"Gochoo, M., et al.: Novel IoT-based privacy- preserving yoga posture recognition system using low-resolution infrared sensors and deep learning. IEEE Internet Things J. 1\u20131 (2019). https:\/\/doi.org\/10.1109\/jiot.2019.2915095","DOI":"10.1109\/jiot.2019.2915095"},{"key":"11_CR12","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1007\/s00521-019-04232-7","volume":"31","author":"SK Yadav","year":"2019","unstructured":"Yadav, S.K., Singh, A., Gupta, A., et al.: Real-time Yoga recognition using deep learning. Neural Comput. & Applic. 31, 349\u20139361 (2019). https:\/\/doi.org\/10.1007\/s00521-019-04232-7","journal-title":"Neural Comput. & Applic."},{"key":"11_CR13","doi-asserted-by":"publisher","unstructured":"Liaqat, S., Dashtipour, K., Arshad, K., Assaleh, K., Ramzan, N.: A hybrid posture detection framework: integrating machine learning and deep neural networks. IEEE Sens. J. 21(7), 9515\u20139522 (2021). https:\/\/doi.org\/10.1109\/JSEN.2021.3055898","DOI":"10.1109\/JSEN.2021.3055898"},{"key":"11_CR14","doi-asserted-by":"publisher","first-page":"6427","DOI":"10.1007\/s00521-020-05405-5","volume":"33","author":"S Jain","year":"2021","unstructured":"Jain, S., Rustagi, A., Saurav, S., et al.: Three-dimensional CNN-inspired deep learning architecture for Yoga pose recognition in the real-world environment. Neural Comput. Appl. 33, 6427\u20136441 (2021). https:\/\/doi.org\/10.1007\/s00521-020-05405-5","journal-title":"Neural Comput. Appl."},{"key":"11_CR15","doi-asserted-by":"publisher","unstructured":"Chaudhari, A., Dalvi, O., Ramade, O., Ambawade, D.: Yog-Guru: real-time yoga pose correction system using deep learning methods. In: 2021 International Conference on Communication information and Computing Technology (ICCICT), pp. 1\u20136. Mumbai, India (2021). https:\/\/doi.org\/10.1109\/ICCICT50803.2021.9509937","DOI":"10.1109\/ICCICT50803.2021.9509937"},{"key":"11_CR16","doi-asserted-by":"crossref","unstructured":"Mohammed, S.W., Garrapally, V., Manchala, S., Reddy, S.N., Naligenti, S.K.: Recognition of yoga asana from real-time videos using blaze-pose. Int. J. Comput. Dig. Syst. 12(1) (2022), ISSN (2210-142X)","DOI":"10.12785\/ijcds\/1201104"},{"key":"11_CR17","doi-asserted-by":"publisher","unstructured":"Goel, S., Mohanty, S., Markanday, S.: Classification of yoga pose using pre-trained CNN models and machine learning classifiers. In: 2022 IEEE International Conference on Current Development in Engineering and Technology (CCET), pp. 1\u20136. Bhopal, India (2022). https:\/\/doi.org\/10.1109\/CCET56606.2022.10080048","DOI":"10.1109\/CCET56606.2022.10080048"},{"key":"11_CR18","unstructured":"Bhosale, V., Nandeshwar, P., Bale, A., Sankhe, J.: yoga pose detection and correction using Posenet and KNN (20220"},{"key":"11_CR19","unstructured":"Abarna, S., Rathikarani, V., Dhanalakshmi, P.: Skeleton pose estimation features based classification of yoga asana using deep learning techniques. Int. J. Mech. Eng. 7(2) (2022). ISSN: 0974-5823"},{"key":"11_CR20","unstructured":"VGG-16 | CNN model. https:\/\/wwwgee.ksforgeeks.org\/vgg-16-cnn-model"},{"key":"11_CR21","unstructured":"Understanding the VGG19 Architecture. https:\/\/iq.opengenus.org\/vgg19-architecture"},{"key":"11_CR22","doi-asserted-by":"crossref","unstructured":"Verma, M., Kumawat, S., Nakashima, Y., Raman, S.: Yoga- 82: a new dataset for fine-grained classification of human poses. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 1038\u20131039 (2020)","DOI":"10.1109\/CVPRW50498.2020.00527"},{"key":"11_CR23","doi-asserted-by":"crossref","unstructured":"Hasnain, M., Pasha, M.F., Ghani, I., Imran, M., Alzahrani, M.Y., Budiarto, R.: Evaluating trust prediction and confusion matrix measures for web services ranking. IEEE Access 8, 90847\u201390861 (2020)","DOI":"10.1109\/ACCESS.2020.2994222"},{"key":"11_CR24","doi-asserted-by":"crossref","unstructured":"Buckland, M.K., Gey, F.C.: The relationship between recall and precision. J. Am. Soc. Inf. Sci. 45, 12\u201319 (1994)","DOI":"10.1002\/(SICI)1097-4571(199401)45:1<12::AID-ASI2>3.0.CO;2-L"},{"key":"11_CR25","doi-asserted-by":"publisher","unstructured":"Maddukuri, N., Rao, U.: Yoga pose prediction using transfer learning based neural networks (2023). https:\/\/doi.org\/10.21203\/rs.3.rs-2807080\/v1","DOI":"10.21203\/rs.3.rs-2807080\/v1"},{"key":"11_CR26","doi-asserted-by":"publisher","first-page":"61","DOI":"10.33564\/IJEAST.2022.v07i07.011","volume":"7","author":"K Sidana","year":"2022","unstructured":"Sidana, K.: Real time yoga pose detection using deeplearning: a review. Int. J. Eng. Appl. Sci. Technol. 7, 61\u201365 (2022). https:\/\/doi.org\/10.33564\/IJEAST.2022.v07i07.011","journal-title":"Int. J. Eng. Appl. Sci. Technol."},{"key":"11_CR27","unstructured":"Sonavane, R., Ghonge, P., Patil, S.U., Sagale, K.S., Maha, A.A.: Exploring ResNet101, InceptionV3, and Xception for modi script character classification. Int. J. Intell. Syst. Appl. Eng. 12(17s), 117\u2013124 (2024). https:\/\/ijisae.org\/index.php\/IJISAE\/article\/view\/4841"}],"container-title":["IFIP Advances in Information and Communication Technology","Computational Intelligence in Data Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-98360-3_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T14:43:39Z","timestamp":1785163419000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-98360-3_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,1]]},"ISBN":["9783031983597","9783031983603"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-98360-3_11","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"value":"1868-4238","type":"print"},{"value":"1868-422X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,1]]},"assertion":[{"value":"1 September 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCIDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Intelligence in Data Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Chennai","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 February 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 February 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccids2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/iccids.in\/ICCIDS2025\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}