{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T16:27:31Z","timestamp":1776443251679,"version":"3.51.2"},"reference-count":75,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"8","license":[{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"China NSFC","award":["62202308"],"award-info":[{"award-number":["62202308"]}]},{"name":"China NSFC","award":["62372307"],"award-info":[{"award-number":["62372307"]}]},{"name":"China NSFC","award":["U2001207"],"award-info":[{"award-number":["U2001207"]}]},{"name":"China NSFC","award":["62472366"],"award-info":[{"award-number":["62472366"]}]},{"name":"Guangdong Research Team for Communication and Sensing Integrated with Intelligent Computing","award":["2024KCXTD047"],"award-info":[{"award-number":["2024KCXTD047"]}]},{"name":"Guangdong NSF","award":["2024A1515011691"],"award-info":[{"award-number":["2024A1515011691"]}]},{"name":"Shenzhen Science and Technology Program","award":["RCYX20231211090129039"],"award-info":[{"award-number":["RCYX20231211090129039"]}]},{"name":"Shenzhen Science and Technology Foundation","award":["JCYJ20230808105906014"],"award-info":[{"award-number":["JCYJ20230808105906014"]}]},{"name":"Guangdong Provincial Key Lab of Integrated Communication"},{"name":"Sensing and Computation for Ubiquitous Internet of Things","award":["2023B1212010007"],"award-info":[{"award-number":["2023B1212010007"]}]},{"name":"Project of DEGP","award":["2024GCZX003"],"award-info":[{"award-number":["2024GCZX003"]}]},{"name":"Project of DEGP","award":["2023KCXTD042"],"award-info":[{"award-number":["2023KCXTD042"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2025,8]]},"DOI":"10.1109\/tmc.2025.3544573","type":"journal-article","created":{"date-parts":[[2025,2,24]],"date-time":"2025-02-24T18:44:55Z","timestamp":1740422695000},"page":"6797-6811","source":"Crossref","is-referenced-by-count":15,"title":["ActivityMamba: A CNN-Mamba Hybrid Neural Network for Efficient Human Activity Recognition"],"prefix":"10.1109","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9760-1520","authenticated-orcid":false,"given":"Fei","family":"Luo","sequence":"first","affiliation":[{"name":"School of Computing and Information Technology, Great Bay University, Dongguan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5753-1430","authenticated-orcid":false,"given":"Anna","family":"Li","sequence":"additional","affiliation":[{"name":"School of Computing and Communications, Lancaster University, Lancaster, U.K."}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4044-885X","authenticated-orcid":false,"given":"Bin","family":"Jiang","sequence":"additional","affiliation":[{"name":"College of Oceanography and Space Informatics, University of Petroleum, Qingdao, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1470-0529","authenticated-orcid":false,"given":"Salabat","family":"Khan","sequence":"additional","affiliation":[{"name":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2216-0737","authenticated-orcid":false,"given":"Kaishun","family":"Wu","sequence":"additional","affiliation":[{"name":"Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6345-3873","authenticated-orcid":false,"given":"Lu","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.32604\/csse.2023.034124"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCES51560.2020.9334570"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR56361.2022.9956634"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-020-09816-7"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2021.3109940"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3298932"},{"key":"ref7","article-title":"Efficiently modeling long sequences with structured state spaces","author":"Gu","year":"2021"},{"key":"ref8","first-page":"35 971","article-title":"On the parameterization and initialization of diagonal state space models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Gu"},{"key":"ref9","first-page":"22 982","article-title":"Diagonal state spaces are as effective as structured state spaces","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Gupta"},{"key":"ref10","first-page":"572","article-title":"Combining recurrent, convolutional, and continuous-time models with linear state space layers","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Gu"},{"key":"ref11","article-title":"Mamba: Linear-time sequence modeling with selective state spaces","author":"Gu","year":"2023"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00745"},{"key":"ref13","article-title":"Vision mamba: Efficient visual representation learning with bidirectional state space model","author":"Zhu","year":"2024"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3022287"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.3390\/s23104750"},{"key":"ref16","first-page":"3","article-title":"A public domain dataset for human activity recognition using smartphones","volume":"3","author":"Anguita","year":"2013","journal-title":"ESANN"},{"key":"ref17","first-page":"133 190","article-title":"WISDM smartphone and smartwatch activity and biometrics dataset","volume":"7","author":"Weiss","year":"2019","journal-title":"UCI Mach. Learn. Repository, WISDM Smartphone Smartwatch Activity Biometrics Dataset Data Set"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2012.12.014"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.3390\/app7101101"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3105387"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2022.3154832"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2023.100703"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-34111-3_10"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3079337"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1049\/bme2.12115"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/IC3IoT60841.2024.10550387"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICECIT54077.2021.9641226"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2873315"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i03.5652"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1115\/1.3662552"},{"key":"ref31","article-title":"A survey on vision mamba: Models, applications and challenges","author":"Xu","year":"2024"},{"key":"ref32","article-title":"SPMamba: State-space model is all you need in speech separation","author":"Li","year":"2024"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.naacl-long.467"},{"key":"ref34","article-title":"BlackMamba: Mixture of experts for state-space models","author":"Anthony","year":"2024"},{"key":"ref35","article-title":"Jamba: A hybrid transformer-mamba language model","author":"Lieber","year":"2024"},{"key":"ref36","article-title":"VMamba: Visual state space model","author":"Liu","year":"2024"},{"key":"ref37","article-title":"U-Mamba: Enhancing long-range dependency for biomedical image segmentation","author":"Ma","year":"2024"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72649-1_13"},{"key":"ref39","volume-title":"Wavelets and Wavelet Transforms","volume":"98","author":"Burrus","year":"1998"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/1883612.1883613"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2019.2917375"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2019.2937989"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/2789168.2790093"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAS.2007.4406863"},{"key":"ref45","first-page":"1","article-title":"Einops: Clear and reliable tensor manipulations with einstein-like notation","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Rogozhnikov"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/JAS.2023.123291"},{"key":"ref47","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020"},{"key":"ref48","article-title":"DeepViT: Towards deeper vision transformer","author":"Zhou","year":"2021"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s41095-023-0364-2"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00010"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19806-9_19"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3268446"},{"key":"ref54","article-title":"MambaOut: Do we really need mamba for vision","author":"Yu","year":"2024"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.3013403"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.3045135"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9747363"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/IICAIET51634.2021.9573979"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/ICCECE61317.2024.10504185"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/3715130"},{"key":"ref61","article-title":"Human movement recognition using deep learning on visualized CSI Wi-Fi data","author":"Butyrskaya","year":"2023"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/IBSSC56953.2022.10037310"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2022.08.005"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2024.3428577"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CCOMS.2019.8821638"},{"key":"ref66","article-title":"Entropy decision fusion for smartphone sensor based human activity recognition","author":"Arigbabu","year":"2020"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.2978772"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/ECTIDAMTNCON53731.2022.9720409"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-018-03973-1"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3165875"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3164083"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1807.06521"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01155"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9414568"},{"key":"ref75","article-title":"Polarized self-attention: Towards high-quality pixel-wise regression","author":"Liu","year":"2021"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/11068893\/10899893.pdf?arnumber=10899893","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,7]],"date-time":"2025-07-07T22:57:07Z","timestamp":1751929027000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10899893\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8]]},"references-count":75,"journal-issue":{"issue":"8"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2025.3544573","relation":{},"ISSN":["1536-1233","1558-0660","2161-9875"],"issn-type":[{"value":"1536-1233","type":"print"},{"value":"1558-0660","type":"electronic"},{"value":"2161-9875","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8]]}}}