{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,29]],"date-time":"2026-10-29T12:59:50Z","timestamp":1793278790914,"version":"4.5.0"},"reference-count":75,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T00:00:00Z","timestamp":1717200000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62076166"],"award-info":[{"award-number":["62076166"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62172166"],"award-info":[{"award-number":["62172166"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772366"],"award-info":[{"award-number":["61772366"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Guangdong Basic and Applied Basic Research","award":["2022A1515011380"],"award-info":[{"award-number":["2022A1515011380"]}]},{"name":"Shenzhen Science and Technology","award":["20231126112732001"],"award-info":[{"award-number":["20231126112732001"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Pattern Anal. Mach. Intell."],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.1109\/tpami.2024.3354928","type":"journal-article","created":{"date-parts":[[2024,1,16]],"date-time":"2024-01-16T13:20:04Z","timestamp":1705411204000},"page":"4188-4205","source":"Crossref","is-referenced-by-count":99,"title":["Learning From Human Educational Wisdom: A Student-Centered Knowledge Distillation Method"],"prefix":"10.1109","volume":"46","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0621-2525","authenticated-orcid":false,"given":"Shunzhi","family":"Yang","sequence":"first","affiliation":[{"name":"Institute of Applied Artificial Intelligence of the Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen Polytechnic University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0769-1655","authenticated-orcid":false,"given":"Jinfeng","family":"Yang","sequence":"additional","affiliation":[{"name":"Institute of Applied Artificial Intelligence of the Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen Polytechnic University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5408-8752","authenticated-orcid":false,"given":"MengChu","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8659-4062","authenticated-orcid":false,"given":"Zhenhua","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Computer Science, South China Normal University, Guangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8327-0003","authenticated-orcid":false,"given":"Wei-Shi","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8684-9037","authenticated-orcid":false,"given":"Xiong","family":"Yang","sequence":"additional","affiliation":[{"name":"Institute of Applied Artificial Intelligence of the Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen Polytechnic University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2511-8318","authenticated-orcid":false,"given":"Jin","family":"Ren","sequence":"additional","affiliation":[{"name":"Institute of Applied Artificial Intelligence of the Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen Polytechnic University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Distilling the knowledge in a neural network","author":"Hinton","year":"2015"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3055564"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-021-01453-z"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3237615"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00454"},{"key":"ref6","first-page":"1","article-title":"Fitnets: Hints for thin deep nets","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Romero"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-022-11159-5"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-022-00374-2"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1186\/s12909-023-04272-7"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2773081"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3127323"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JAS.2021.1004308"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3069908"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3049955"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3271124"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2019.2929114"},{"key":"ref17","first-page":"1","article-title":"Contrastive representation distillation","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Tian"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01165"},{"key":"ref19","first-page":"1","article-title":"Better supervisory signals by observing learning paths","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Ren"},{"key":"ref20","first-page":"1","article-title":"Churn reduction via distillation","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Jiang"},{"key":"ref21","first-page":"1","article-title":"Feature kernel distillation","volume-title":"Proc. Int. Conf. Learn. Representations","author":"He"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3101158"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2883743"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.2995049"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2020.103927"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00895"},{"key":"ref27","first-page":"1","article-title":"Transferring knowledge across learning processes","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Flennerhag"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01818"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00651"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.eacl-main.212"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-86523-8_36"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00501"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00926"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-51828-8_102"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01103"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i12.17234"},{"key":"ref37","first-page":"2006","article-title":"Feature-map-level online adversarial knowledge distillation","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Chung"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/tnnls.2022.3212733"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3257878"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01139"},{"key":"ref41","article-title":"Learning to teach with student feedback","author":"Liu","year":"2021"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.acl-long.485"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3150294"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TUFFC.2021.3078663"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2021.3052249"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TIA.2019.2938473"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2020.108023"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2868382"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6248092"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/WACV48630.2021.00159"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10599-4_29"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2723009"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.6085"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-016-0940-3"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3141255"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"ref57","article-title":"Learning multiple layers of features from tiny images","author":"Krizhevsky","year":"2009"},{"key":"ref58","article-title":"Cinic-10 is not ImageNet or CIFAR-10","author":"Darlow","year":"2018"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.2118\/18761-MS"},{"issue":"7","key":"ref60","article-title":"Tiny ImageNet visual recognition challenge","volume":"7","author":"Le","year":"2015","journal-title":"CS 231 N"},{"key":"ref61","first-page":"7632","article-title":"A statistical perspective on distillation","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Menon"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00489"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2017.8272675"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.596"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6248014"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2013.12.004"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2738644"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/ICB2018.2018.00033"},{"key":"ref69","first-page":"1","article-title":"Labeled faces in the wild: A database forstudying face recognition in unconstrained environments","volume-title":"Proc. Workshop Faces Real-Life\u2019Images: Detection Alignment Recognit.","author":"Huang"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-009-0417-2"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-20893-6_38"},{"key":"ref72","first-page":"1","article-title":"Knowledge distillation by on-the-fly native ensemble","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Zhu"},{"issue":"11","key":"ref73","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"Van der Maaten","year":"2008","journal-title":"J. Mach. Learn. Res."},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3102\/00346543221105550"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-022-10281-7"}],"container-title":["IEEE Transactions on Pattern Analysis and Machine Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/34\/10522060\/10400954.pdf?arnumber=10400954","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,8]],"date-time":"2024-05-08T00:42:10Z","timestamp":1715128930000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10400954\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6]]},"references-count":75,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tpami.2024.3354928","relation":{},"ISSN":["0162-8828","2160-9292","1939-3539"],"issn-type":[{"value":"0162-8828","type":"print"},{"value":"2160-9292","type":"electronic"},{"value":"1939-3539","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6]]}}}