{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T15:29:08Z","timestamp":1773329348260,"version":"3.50.1"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62172155"],"award-info":[{"award-number":["62172155"]}],"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":["62472434"],"award-info":[{"award-number":["62472434"]}],"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":["62102425"],"award-info":[{"award-number":["62102425"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2022YFF1203001"],"award-info":[{"award-number":["2022YFF1203001"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science and Technology Innovation Program of Hunan Province","award":["2022RC3061"],"award-info":[{"award-number":["2022RC3061"]}]},{"name":"Science and Technology Innovation Program of Hunan Province","award":["2023RC3027"],"award-info":[{"award-number":["2023RC3027"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. Video Technol."],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1109\/tcsvt.2025.3553514","type":"journal-article","created":{"date-parts":[[2025,3,21]],"date-time":"2025-03-21T20:51:28Z","timestamp":1742590288000},"page":"8849-8863","source":"Crossref","is-referenced-by-count":3,"title":["PPIDM: Privacy-Preserving Inference for Diffusion Model in the Cloud"],"prefix":"10.1109","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5730-4537","authenticated-orcid":false,"given":"Zhangdong","family":"Wang","sequence":"first","affiliation":[{"name":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7583-5086","authenticated-orcid":false,"given":"Zhihuang","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9924-1100","authenticated-orcid":false,"given":"Yuanjing","family":"Luo","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6620-1898","authenticated-orcid":false,"given":"Tongqing","family":"Zhou","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7549-7731","authenticated-orcid":false,"given":"Jiaohua","family":"Qin","sequence":"additional","affiliation":[{"name":"College of Computer Science and Information Technology, Central South University of Forestry and Technology, Changsha, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5726-833X","authenticated-orcid":false,"given":"Zhiping","family":"Cai","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00881"},{"key":"ref3","volume-title":"Stability AI Secures Significant New Investment From World-Class Investor Group and Appoints Prem Akkaraju as CEO","year":"2024"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00686"},{"key":"ref5","first-page":"20662","article-title":"SnapFusion: Text-to-image diffusion model on mobile devices within two seconds","volume-title":"Proc. 37th Int. Conf. Neural Inf. Process. Syst.","author":"Li"},{"key":"ref6","volume-title":"Our Partners","year":"2024"},{"key":"ref7","article-title":"PAI-Diffusion: Constructing and serving a family of open Chinese diffusion models for text-to-image synthesis on the cloud","author":"Wang","year":"2023","journal-title":"arXiv:2309.05534"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3409184"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/SP61157.2025.00092"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00355"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00147"},{"key":"ref12","volume-title":"IceBreaker: The First AI Vincennes Pattern to Work","year":"2024"},{"key":"ref13","volume-title":"UNC5537 Targets Snowflake Customer Instances for Data Theft and Extortion","year":"2024"},{"key":"ref14","first-page":"4837","article-title":"PrivImage: Differentially private synthetic image generation using diffusion models with semantic-aware pretraining","volume-title":"Proc. 33rd USENIX Secur. Symp. (USENIX Secur.)","author":"Li"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i15.29568"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2022.3181667"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TCC.2022.3233421"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1155\/2023\/8931092"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TCC.2020.2989923"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3407131"},{"key":"ref21","first-page":"1063","article-title":"DP-Promise: Differentially private diffusion probabilistic models for image synthesis","volume-title":"Proc. 33rd USENIX Secur. Symp. (USENIX Secur.)","author":"Wang"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2024.3391914"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2023.3244198"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ATC58710.2023.10318858"},{"key":"ref25","article-title":"Training diffusion models with federated learning","author":"de Goede","year":"2024","journal-title":"arXiv:2406.12575"},{"key":"ref26","article-title":"FedDM: Enhancing communication efficiency and handling data heterogeneity in federated diffusion models","author":"Vora","year":"2024","journal-title":"arXiv:2407.14730"},{"key":"ref27","first-page":"5253","article-title":"Extracting training data from diffusion models","volume-title":"Proc. 32nd USENIX Conf. Secur. Symp.","author":"Carlini"},{"key":"ref28","first-page":"1","article-title":"Differentially private diffusion models","volume-title":"Proc. Trans. Mach. Learn. Res.","author":"Dockhorn"},{"key":"ref29","article-title":"Differentially private diffusion models generate useful synthetic images","author":"Ghalebikesabi","year":"2023","journal-title":"arXiv:2302.13861"},{"key":"ref30","article-title":"DP-LDMs: Differentially private latent diffusion models","author":"Liu","year":"2023","journal-title":"arXiv:2305.15759"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3312979"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jisa.2023.103440"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1315245.1315306"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/2590296.2590332"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.2969633"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2015.7319009"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00230"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10602-1_48"},{"key":"ref39","first-page":"1","article-title":"SDXL: Improving latent diffusion models for high-resolution image synthesis","volume-title":"Proc. 12th Int. Conf. Learn. Represent.","author":"Podell"},{"key":"ref40","first-page":"1","article-title":"Denoising diffusion implicit models","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Song"},{"key":"ref41","volume-title":"The National Average 5G Downlink and Uplink Speeds Reached 340.56M and 81.14M","year":"2024"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ITW.2015.7133169"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3295895"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3489886"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3296163"}],"container-title":["IEEE Transactions on Circuits and Systems for Video Technology"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/76\/11154820\/10937222.pdf?arnumber=10937222","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T17:49:36Z","timestamp":1757526576000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10937222\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":45,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/tcsvt.2025.3553514","relation":{},"ISSN":["1051-8215","1558-2205"],"issn-type":[{"value":"1051-8215","type":"print"},{"value":"1558-2205","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9]]}}}