{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T23:29:00Z","timestamp":1773098940980,"version":"3.50.1"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T00:00:00Z","timestamp":1770249600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T00:00:00Z","timestamp":1773014400000},"content-version":"vor","delay-in-days":32,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Artif Intell"],"DOI":"10.1007\/s44163-026-00886-0","type":"journal-article","created":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T09:05:50Z","timestamp":1770282350000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Lightweight pose detection for marathon sports based on improved Center Net algorithm"],"prefix":"10.1007","volume":"6","author":[{"given":"Wei","family":"Chen","sequence":"first","affiliation":[]},{"given":"Shanqing","family":"Wan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,2,5]]},"reference":[{"issue":"1","key":"886_CR1","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1007\/s12283-023-00410-y","volume":"26","author":"S Bernhart","year":"2023","unstructured":"Bernhart S, Harbour E, Kranzinger S, Jensen U, Finkenzeller T. Wearable chest sensor for stride and respiration detection during running. Sports Eng. 2023;26(1):19\u201322. https:\/\/doi.org\/10.1007\/s12283-023-00410-y.","journal-title":"Sports Eng"},{"issue":"1","key":"886_CR2","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1007\/s40279-022-01760-6","volume":"53","author":"R Mason","year":"2023","unstructured":"Mason R, Pearson LT, Barry G, Young F, Lennon O, Godfrey A, et al. Wearables for running gait analysis: a systematic review. Sports Med. 2023;53(1):241\u201368. https:\/\/doi.org\/10.1007\/s40279-022-01760-6.","journal-title":"Sports Med"},{"issue":"1","key":"886_CR3","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1504\/IJCSM.2023.133518","volume":"18","author":"AR Rababaah","year":"2023","unstructured":"Rababaah AR. Machine learning comparative study for human posture classification using wearable sensors. Int J Comput Sci Math. 2023;18(1):54\u201369. https:\/\/doi.org\/10.1504\/IJCSM.2023.133518.","journal-title":"Int J Comput Sci Math"},{"issue":"3","key":"886_CR4","doi-asserted-by":"publisher","first-page":"674","DOI":"10.1049\/ipr2.12664","volume":"17","author":"Y Yang","year":"2023","unstructured":"Yang Y, Angelini F, Naqvi SM. Pose\u2010driven human activity anomaly detection in a CCTV\u2010like environment. IET Image Process. 2023;17(3):674\u201386. https:\/\/doi.org\/10.1049\/ipr2.12664.","journal-title":"IET Image Process"},{"issue":"2","key":"886_CR5","doi-asserted-by":"publisher","first-page":"102","DOI":"10.4236\/jcc.2023.112008","volume":"11","author":"Y Lin","year":"2023","unstructured":"Lin Y, Jiao X, Zhao L. Detection of 3D human posture based on improved MediaPipe. J Comput Commun. 2023;11(2):102\u201321. https:\/\/doi.org\/10.4236\/jcc.2023.112008.","journal-title":"J Comput Commun"},{"issue":"6","key":"886_CR6","doi-asserted-by":"publisher","first-page":"987","DOI":"10.1007\/s12541-023-00807-6","volume":"24","author":"GT Kim","year":"2023","unstructured":"Kim GT, Lee M, Kim Y, Lee M, Kim Y, Kong K. Robust gait event detection based on the kinematic characteristics of a single lower extremity. Int J Precis Eng Manuf. 2023;24(6):987\u20131000. https:\/\/doi.org\/10.1007\/s12541-023-00807-6.","journal-title":"Int J Precis Eng Manuf"},{"issue":"2","key":"886_CR7","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1519\/JSC.0000000000004612","volume":"38","author":"BJ Horsley","year":"2024","unstructured":"Horsley BJ, Tofari PJ, Halson SL, Kemp JG, Daniel C, Cole MH, et al. Validity and reliability of thoracic-mounted inertial measurement units to derive gait characteristics during running. J Strength Cond Res. 2024;38(2):274\u201382. https:\/\/doi.org\/10.1519\/JSC.0000000000004612.","journal-title":"J Strength Cond Res"},{"issue":"2","key":"886_CR8","doi-asserted-by":"publisher","first-page":"2047","DOI":"10.1609\/aaai.v37i2.25297","volume":"37","author":"X Peng","year":"2023","unstructured":"Peng X, Zhu X, Ma Y. Cl3D: Unsupervised domain adaptation for cross-LiDAR 3D detection. Proc AAAI Conf Artif Intell. 2023;37(2):2047\u201355. https:\/\/doi.org\/10.1609\/aaai.v37i2.25297.","journal-title":"Proc AAAI Conf Artif Intell"},{"issue":"5","key":"886_CR9","doi-asserted-by":"publisher","first-page":"3509","DOI":"10.1109\/TPAMI.2023.3342120","volume":"46","author":"K Duan","year":"2023","unstructured":"Duan K, Bai S, Xie L, Qi H, Huang Q, Tian Q. Centernet++ for object detection. IEEE Trans Pattern Anal Mach Intell. 2023;46(5):3509\u201321.","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"886_CR10","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1007\/s11332-023-01062-y","volume":"20","author":"CJ Lundstrom","year":"2024","unstructured":"Lundstrom CJ, Biltz GR, Uithoven KE. Effects of marathon training on heart rate variability during submaximal running: a comparison of analysis techniques. Sport Sci Health. 2024;20(1):47\u201354. https:\/\/doi.org\/10.1007\/s11332-023-01062-y.","journal-title":"Sport Sci Health"},{"issue":"2","key":"886_CR11","doi-asserted-by":"publisher","first-page":"864","DOI":"10.12694\/scpe.v26i2.4047","volume":"26","author":"LX Guo","year":"2025","unstructured":"Guo LX. Intelligent optimization and recommendation system design for personalized training programs for marathon athletes based on machine learning. Scalable Comput Pract Exp. 2025;26(2):864\u201370. https:\/\/doi.org\/10.12694\/scpe.v26i2.4047.","journal-title":"Scalable Comput Pract Exp"},{"issue":"2","key":"886_CR12","doi-asserted-by":"publisher","first-page":"1808","DOI":"10.1609\/aaai.v37i2.25270","volume":"37","author":"Y Long","year":"2023","unstructured":"Long Y, Kumar A, Morris D, Liu X, Castro M, Chakravarty P. RADIANT: Radar-image association network for 3D object detection. Proc AAAI Conf Artif Intell. 2023;37(2):1808\u201316. https:\/\/doi.org\/10.1609\/aaai.v37i2.25270.","journal-title":"Proc AAAI Conf Artif Intell"},{"issue":"5","key":"886_CR13","doi-asserted-by":"publisher","first-page":"4487","DOI":"10.1609\/aaai.v38i5.28247","volume":"38","author":"K Peng","year":"2024","unstructured":"Peng K, Yin C, Zheng J, Liu R, Schneider D, Yang J, et al. Navigating open set scenarios for skeleton-based action recognition. Proc AAAI Conf Artif Intell. 2024;38(5):4487\u201396. https:\/\/doi.org\/10.1609\/aaai.v38i5.28247.","journal-title":"Proc AAAI Conf Artif Intell"},{"key":"886_CR14","doi-asserted-by":"publisher","first-page":"1489","DOI":"10.1109\/TMM.2023.3235300","volume":"25","author":"K Peng","year":"2023","unstructured":"Peng K, Roitberg A, Yang K, Zhang J, Stiefelhagen R. Delving deep into one-shot skeleton-based action recognition with diverse occlusions. IEEE Trans Multimed. 2023;25:1489\u2013504. https:\/\/doi.org\/10.1109\/TMM.2023.3235300.","journal-title":"IEEE Trans Multimed"},{"key":"886_CR15","doi-asserted-by":"publisher","unstructured":"Wen D, Peng K, and Yang K, RoHOI: Robustness benchmark for human-object interaction detection, arXiv preprint arXiv:2507.09111, July 2025, https:\/\/doi.org\/10.48550\/arXiv.2507.09111.","DOI":"10.48550\/arXiv.2507.09111"},{"key":"886_CR16","doi-asserted-by":"publisher","unstructured":"Wen D, Qi L, and Peng K, Go beyond Earth: Understanding human actions and scenes in microgravity environments, arXiv preprint arXiv:2506.02845, October 2025, https:\/\/doi.org\/10.48550\/arXiv.2506.02845.","DOI":"10.48550\/arXiv.2506.02845"},{"issue":"6","key":"886_CR17","doi-asserted-by":"publisher","first-page":"966","DOI":"10.1111\/sms.14319","volume":"33","author":"B Van Hooren","year":"2023","unstructured":"Van Hooren B, Pecasse N, Meijer K. The accuracy of markerless motion capture combined with computer vision techniques for measuring running kinematics. Scand J Med Sci Sports. 2023;33(6):966\u201378. https:\/\/doi.org\/10.1111\/sms.14319.","journal-title":"Scand J Med Sci Sports"},{"issue":"4","key":"886_CR18","doi-asserted-by":"publisher","first-page":"3801","DOI":"10.1109\/JSEN.2022.3232085","volume":"23","author":"S Kianoush","year":"2023","unstructured":"Kianoush S, Savazzi S, Rampa V, Costa L, Tolochenko D. A random forest approach to body motion detection: multisensory fusion and edge processing. IEEE Sens J. 2023;23(4):3801\u201314. https:\/\/doi.org\/10.1109\/JSEN.2022.3232085.","journal-title":"IEEE Sens J"},{"issue":"1","key":"886_CR19","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1186\/s42408-023-00189-0","volume":"19","author":"H Zheng","year":"2023","unstructured":"Zheng H, Duan J, Dong Y, Liu Y. Real-time fire detection algorithms running on small embedded devices based on MobileNetV3 and YOLOv4. Fire Ecol. 2023;19(1):31\u20137. https:\/\/doi.org\/10.1186\/s42408-023-00189-0.","journal-title":"Fire Ecol"},{"issue":"6","key":"886_CR20","doi-asserted-by":"publisher","first-page":"62002","DOI":"10.1103\/PhysRevD.111.0620023","volume":"111","author":"E Capote","year":"2025","unstructured":"Capote E, Jia W, Aritomi N, Nakano M, Abbott R, Xu V. Advanced LIGO detector performance in the fourth observing run. Phys Rev D. 2025;111(6):62002\u20139. https:\/\/doi.org\/10.1103\/PhysRevD.111.0620023.","journal-title":"Phys Rev D"},{"issue":"5","key":"886_CR21","doi-asserted-by":"publisher","first-page":"2415","DOI":"10.1007\/s11760-022-02458-y","volume":"17","author":"\u0130 Deliba\u015fo\u011flu","year":"2023","unstructured":"Deliba\u015fo\u011flu \u0130. Moving object detection method with motion regions tracking in background subtraction. Signal Image Video Process. 2023;17(5):2415\u201323. https:\/\/doi.org\/10.1007\/s11760-022-02458-y.","journal-title":"Signal Image Video Process"},{"issue":"3","key":"886_CR22","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/s42242-022-00220-4","volume":"6","author":"M Wang","year":"2023","unstructured":"Wang M, Zhang H, Wu H, Ma S, Ren L, Liang Y, et al. Bioinspired flexible piezoresistive sensor for high-sensitivity detection of broad pressure range. Bio-Des Manuf. 2023;6(3):243\u201354. https:\/\/doi.org\/10.1007\/s42242-022-00220-4.","journal-title":"Bio-Des Manuf"},{"issue":"10","key":"886_CR23","doi-asserted-by":"publisher","first-page":"6259","DOI":"10.1109\/LRA.2023.3305239","volume":"8","author":"L Schmid","year":"2023","unstructured":"Schmid L, Andersson O, Sulser A, Pfreundschuh P, Siegwart R. Dynablox: real-time detection of diverse dynamic objects in complex environments. IEEE Robot Autom Lett. 2023;8(10):6259\u201366. https:\/\/doi.org\/10.1109\/LRA.2023.3305239.","journal-title":"IEEE Robot Autom Lett"},{"issue":"24","key":"886_CR24","doi-asserted-by":"publisher","first-page":"29413","DOI":"10.1021\/acsami.3c02014","volume":"15","author":"Y Ma","year":"2023","unstructured":"Ma Y, Zhang D, Wang Z, Zhang H, Xia H, Mao R, et al. Self-adhesive, anti-freezing MXene-based hydrogel strain sensor for motion monitoring and handwriting recognition with deep learning. ACS Appl Mater Interfaces. 2023;15(24):29413\u201324. https:\/\/doi.org\/10.1021\/acsami.3c02014.","journal-title":"ACS Appl Mater Interfaces"},{"issue":"7","key":"886_CR25","doi-asserted-by":"publisher","first-page":"19109","DOI":"10.1007\/s11042-023-16231-x","volume":"83","author":"D Berardini","year":"2024","unstructured":"Berardini D, Migliorelli L, Galdelli A, Frontoni E, Mancini A, Moccia S. A deep-learning framework running on edge devices for handgun and knife detection from indoor video-surveillance cameras. Multimed Tools Appl. 2024;83(7):19109\u201327. https:\/\/doi.org\/10.1007\/s11042-023-16231-x.","journal-title":"Multimed Tools Appl"},{"issue":"2","key":"886_CR26","doi-asserted-by":"publisher","first-page":"2843","DOI":"10.1109\/TII.2023.3298476","volume":"20","author":"Y Liu","year":"2023","unstructured":"Liu Y, Liu J, Yang K, Ju B, Liu S, Wang Y. AMP-Net: appearance-motion prototype network assisted automatic video anomaly detection system. IEEE Trans Ind Inform. 2023;20(2):2843\u201355. https:\/\/doi.org\/10.1109\/TII.2023.3298476.","journal-title":"IEEE Trans Ind Inform"},{"issue":"19","key":"886_CR27","doi-asserted-by":"publisher","first-page":"22148","DOI":"10.1002\/adfm.202214880","volume":"33","author":"X Zheng","year":"2023","unstructured":"Zheng X, Zhang S, Zhou M, Lu H, Guo S, Zhang Y. MXene functionalized, highly breathable and sensitive pressure sensors with multi-layered porous structure. Adv Funct Mater. 2023;33(19):22148\u201353. https:\/\/doi.org\/10.1002\/adfm.202214880.","journal-title":"Adv Funct Mater"},{"issue":"1","key":"886_CR28","doi-asserted-by":"publisher","first-page":"3","DOI":"10.62762\/TIS.2024.136895","volume":"1","author":"J Li","year":"2024","unstructured":"Li J, Wang B, Ma H, Gao L, Fu H. Visual feature extraction and tracking method based on corner flow detection. ICCK Trans Intell Syst. 2024;1(1):3\u20139. https:\/\/doi.org\/10.62762\/TIS.2024.136895.","journal-title":"ICCK Trans Intell Syst"},{"issue":"3","key":"886_CR29","doi-asserted-by":"publisher","first-page":"170","DOI":"10.47852\/bonviewAIA3202833","volume":"1","author":"M Hasanvand","year":"2023","unstructured":"Hasanvand M, Nooshyar M, Moharamkhani E, Selyari A. Machine learning methodology for identifying vehicles using image processing. AIA. 2023;1(3):170\u20138. https:\/\/doi.org\/10.47852\/bonviewAIA3202833.","journal-title":"AIA"},{"issue":"4","key":"886_CR30","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1007\/s42114-023-00701-9","volume":"6","author":"T Shen","year":"2023","unstructured":"Shen T, Liu S, Yue X, Wang Z, Liu H, Yin R, et al. High-performance fibrous strain sensor with synergistic sensing layer for human motion recognition and robot control. Adv Compos Hybrid Mater. 2023;6(4):127\u20139. https:\/\/doi.org\/10.1007\/s42114-023-00701-9.","journal-title":"Adv Compos Hybrid Mater"},{"issue":"7","key":"886_CR31","doi-asserted-by":"publisher","first-page":"8984","DOI":"10.1609\/aaai.v37i7.26079","volume":"37","author":"L Luo","year":"2023","unstructured":"Luo L, Li Y, Yin H, Xie S, Hu R, Cai W. Crowd-level abnormal behavior detection via multi-scale motion consistency learning. Proc AAAI Conf Artif Intell. 2023;37(7):8984\u201392. https:\/\/doi.org\/10.1609\/aaai.v37i7.26079.","journal-title":"Proc AAAI Conf Artif Intell"}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-026-00886-0","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-026-00886-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-026-00886-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T12:55:42Z","timestamp":1773060942000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-026-00886-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,5]]},"references-count":31,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,12]]}},"alternative-id":["886"],"URL":"https:\/\/doi.org\/10.1007\/s44163-026-00886-0","relation":{},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,5]]},"assertion":[{"value":"25 August 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 January 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 February 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"All participants agreed to publish.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to publish"}},{"value":"The authors declare that they have no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"190"}}