{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T19:42:48Z","timestamp":1774381368031,"version":"3.50.1"},"reference-count":70,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"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":["U22B2047"],"award-info":[{"award-number":["U22B2047"]}],"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":["62450067"],"award-info":[{"award-number":["62450067"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. Video Technol."],"published-print":{"date-parts":[[2025,7]]},"DOI":"10.1109\/tcsvt.2025.3539832","type":"journal-article","created":{"date-parts":[[2025,2,7]],"date-time":"2025-02-07T18:47:34Z","timestamp":1738954054000},"page":"6494-6507","source":"Crossref","is-referenced-by-count":15,"title":["Improved Generative Steganography Based on Diffusion Model"],"prefix":"10.1109","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8879-0419","authenticated-orcid":false,"given":"Qing","family":"Zhou","sequence":"first","affiliation":[{"name":"School of Computer Science, Fudan University, Shanghai, China"}]},{"given":"Ping","family":"Wei","sequence":"additional","affiliation":[{"name":"National Pilot School of Software, Yunnan University, Kunming, Yunnan, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1622-0561","authenticated-orcid":false,"given":"Zhenxing","family":"Qian","sequence":"additional","affiliation":[{"name":"School of Computer Science, Fudan University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0212-3501","authenticated-orcid":false,"given":"Xinpeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer Science, Fudan University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7589-9554","authenticated-orcid":false,"given":"Sheng","family":"Li","sequence":"additional","affiliation":[{"name":"School of Computer Science, Fudan University, Shanghai, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2018.2881118"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.07.120"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-021-00763-z"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-14844-w"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2019.2963764"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3390\/math9212829"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3053998"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-023-04591-z"},{"key":"ref9","article-title":"Coverless information hiding based on generative adversarial networks","author":"Liu","year":"2017","journal-title":"arXiv:1712.06951"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00234"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2852771"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548217"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICME52920.2022.9859628"},{"key":"ref14","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Ho"},{"key":"ref15","article-title":"Denoising diffusion implicit models","author":"Song","year":"2020","journal-title":"arXiv:2010.02502"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-11389-6_5"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/sp46215.2023.10179287"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/MSECP.2003.1203220"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45496-9_2"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/83.777088"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1117\/12.479739"},{"key":"ref23","volume-title":"Jsteg steganographic algorithm","author":"Upham","year":"1999"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45496-9_21"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/1288869.1288872"},{"key":"ref26","first-page":"24","article-title":"Defending against statistical steganalysis","volume-title":"Proc. 10th USENIX Secur. Symp. (USENIX Secur. 01)","volume":"10","author":"Provos"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2011.2134094"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-16435-4_13"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/2482513.2482514"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2014.7025854"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2486744"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1481"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2017.2745572"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01267-0_40"},{"key":"ref35","first-page":"1951","article-title":"Generating steganographic images via adversarial training","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Hayes"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00219"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-018-6951-z"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2020.3025438"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s12083-020-01033-x"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2019.2922229"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3334487"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00469"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01067"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2019.2901877"},{"key":"ref45","first-page":"2642","article-title":"Conditional image synthesis with auxiliary classifier GANs","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Odena"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.26599\/TST.2019.9010027"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3393527.3393564"},{"key":"ref48","article-title":"Unsupervised representation learning with deep convolutional generative adversarial networks","author":"Radford","year":"2015","journal-title":"arXiv:1511.06434"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-8083-3_34"},{"key":"ref50","first-page":"5769","article-title":"Improved training of Wasserstein GANs","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Gulrajani"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2022.3217661"},{"key":"ref52","first-page":"10215","article-title":"Glow: Generative flow with invertible 1\u00d71 convolutions","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"31","author":"Kingma"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3612514"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3626235"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3261988"},{"key":"ref56","first-page":"8780","article-title":"Diffusion models beat GANs on image synthesis","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"34","author":"Dhariwal"},{"key":"ref57","first-page":"1","article-title":"Glide: Towards photorealistic image generation and editing with text-guided diffusion models","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Nichol"},{"key":"ref58","article-title":"Hierarchical text-conditional image generation with CLIP latents","author":"Ramesh","year":"2022","journal-title":"arXiv:2204.06125"},{"key":"ref59","article-title":"Photorealistic text-to-image diffusion models with deep language understanding","author":"Saharia","year":"2022","journal-title":"arXiv:2205.11487"},{"key":"ref60","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"Proc. Int. Conf. Mach. Learn.","volume":"139","author":"Radford"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1949.10483310"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"ref63","article-title":"Learning multiple layers of features from tiny images","author":"Krizhevsky","year":"2009"},{"key":"ref64","article-title":"LSUN: Construction of a large-scale image dataset using deep learning with humans in the loop","author":"Yu","year":"2015","journal-title":"arXiv:1506.03365"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/WIFS.2014.7084325"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2017.2710946"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3335203.3335739"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2019.2936913"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2020.3013204"},{"issue":"1","key":"ref70","first-page":"25","article-title":"Defeating steganography with multibit sterilization using pixel eccentricity","volume":"11","author":"Imon","year":"2015","journal-title":"IPSI BgD Trans. Adv. Res."}],"container-title":["IEEE Transactions on Circuits and Systems for Video Technology"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/76\/11071401\/10877890.pdf?arnumber=10877890","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T04:31:23Z","timestamp":1751689883000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10877890\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7]]},"references-count":70,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tcsvt.2025.3539832","relation":{},"ISSN":["1051-8215","1558-2205"],"issn-type":[{"value":"1051-8215","type":"print"},{"value":"1558-2205","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7]]}}}