{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T03:49:19Z","timestamp":1769744959111,"version":"3.49.0"},"publisher-location":"Singapore","reference-count":41,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819556953","type":"print"},{"value":"9789819556960","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-981-95-5696-0_3","type":"book-chapter","created":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T14:03:21Z","timestamp":1769695401000},"page":"31-46","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Synthesizing Commercial Floorplans via\u00a0a\u00a0Controllable Diffusion Framework"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0640-8520","authenticated-orcid":false,"given":"Wenming","family":"Wu","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0003-2827-5727","authenticated-orcid":false,"given":"Yuntao","family":"Wang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5071-9628","authenticated-orcid":false,"given":"Liping","family":"Zheng","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,1,30]]},"reference":[{"issue":"1","key":"3_CR1","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1109\/TVCG.2019.2938961","volume":"27","author":"G Berseth","year":"2019","unstructured":"Berseth, G.: Interactive architectural design with diverse solution exploration. IEEE Trans. Visual Comput. Graphics 27(1), 111\u2013124 (2019)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"issue":"2","key":"3_CR2","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.15053","volume":"43","author":"Z Chen","year":"2024","unstructured":"Chen, Z., Song, P., Ortner, F.P.: Hierarchical co-generation of parcels and streets in urban modeling. Comput. Graph. Forum 43(2), e15053 (2024)","journal-title":"Comput. Graph. Forum"},{"issue":"2","key":"3_CR3","doi-asserted-by":"publisher","first-page":"112","DOI":"10.3138\/FM57-6770-U75U-7727","volume":"10","author":"DH Douglas","year":"1973","unstructured":"Douglas, D.H., Peucker, T.K.: Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. Cartographica 10(2), 112\u2013122 (1973). https:\/\/doi.org\/10.3138\/FM57-6770-U75U-7727","journal-title":"Cartographica"},{"key":"3_CR4","doi-asserted-by":"crossref","unstructured":"Esser, P., Rombach, R., Ommer, B.: Taming transformers for high-resolution image synthesis. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp. 12873\u201312883 (2021)","DOI":"10.1109\/CVPR46437.2021.01268"},{"key":"3_CR5","doi-asserted-by":"crossref","unstructured":"Fahmy, S.A., Alablani, B.A., Abdelmaguid, T.F.: Shopping center design using a facility layout assignment approach. In: 2014 9th International Conference on Informatics and Systems, pp. ORDS\u20131\u2013ORDS\u20137 (2014)","DOI":"10.1109\/INFOS.2014.7036689"},{"key":"3_CR6","doi-asserted-by":"crossref","unstructured":"Feng, K., et al.: Dit4edit: diffusion transformer for image editing. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a039, pp. 2969\u20132977 (2025)","DOI":"10.1609\/aaai.v39i3.32304"},{"issue":"4","key":"3_CR7","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1145\/2897824.2925894","volume":"35","author":"T Feng","year":"2016","unstructured":"Feng, T., Yu, L.F., Yeung, S.K., Yin, K., Zhou, K.: Crowd-driven mid-scale layout design. ACM Trans. Graph. 35(4), 132\u20131 (2016)","journal-title":"ACM Trans. Graph."},{"key":"3_CR8","unstructured":"Gan, Q., et al.: Humandit: pose-guided diffusion transformer for long-form human motion video generation. arXiv preprint arXiv:2502.04847 (2025)"},{"key":"3_CR9","doi-asserted-by":"crossref","unstructured":"Garber, T., Tirer, T.: Image restoration by denoising diffusion models with iteratively preconditioned guidance. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 25245\u201325254 (2024)","DOI":"10.1109\/CVPR52733.2024.02385"},{"issue":"11","key":"3_CR10","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1145\/3422622","volume":"63","author":"I Goodfellow","year":"2020","unstructured":"Goodfellow, I.: Generative adversarial networks. Commun. ACM 63(11), 139\u2013144 (2020)","journal-title":"Commun. ACM"},{"key":"3_CR11","doi-asserted-by":"crossref","unstructured":"He, L., Aliaga, D.: Globalmapper: arbitrary-shaped urban layout generation. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 454\u2013464 (2023)","DOI":"10.1109\/ICCV51070.2023.00048"},{"key":"3_CR12","unstructured":"Heusel, M., Ramsauer, H., Unterthiner, T., Nessler, B., Hochreiter, S.: GANs trained by a two time-scale update rule converge to a local Nash equilibrium. Adv. Neural Inf. Process. Syst. 30 (2017)"},{"key":"3_CR13","first-page":"6840","volume":"33","author":"J Ho","year":"2020","unstructured":"Ho, J., Jain, A., Abbeel, P.: Denoising diffusion probabilistic models. Adv. Neural. Inf. Process. Syst. 33, 6840\u20136851 (2020)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"key":"3_CR14","doi-asserted-by":"crossref","unstructured":"Hong, S., et al.: Cons2plan: vector floorplan generation from various conditions via a learning framework based on conditional diffusion models. In: Proceedings of the 32nd ACM International Conference on Multimedia, pp. 3248\u20133256 (2024)","DOI":"10.1145\/3664647.3680681"},{"key":"3_CR15","doi-asserted-by":"crossref","unstructured":"Hu, R., et al.: Graph2plan: Learning floorplan generation from layout graphs. ACM Trans. Graph. (TOG) 39(4), 1\u2013118","DOI":"10.1145\/3386569.3392391"},{"key":"3_CR16","doi-asserted-by":"crossref","unstructured":"Hu, S., Wu, W., Wang, Y., Xu, B., Zheng, L.: GSDiff: synthesizing vector floorplans via geometry-enhanced structural graph generation. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a039, pp. 17323\u201317332 (2025)","DOI":"10.1609\/aaai.v39i16.33904"},{"issue":"3","key":"3_CR17","doi-asserted-by":"publisher","first-page":"1125","DOI":"10.1016\/j.ejor.2018.10.055","volume":"274","author":"H Hua","year":"2019","unstructured":"Hua, H., Hovestadt, L., Tang, P., Li, B.: Integer programming for urban design. Eur. J. Oper. Res. 274(3), 1125\u20131137 (2019)","journal-title":"Eur. J. Oper. Res."},{"key":"3_CR18","doi-asserted-by":"crossref","unstructured":"Inoue, N., Kikuchi, K., Simo-Serra, E., Otani, M., Yamaguchi, K.: Layoutdm: discrete diffusion model for controllable layout generation. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 10167\u201310176 (2023)","DOI":"10.1109\/CVPR52729.2023.00980"},{"key":"3_CR19","doi-asserted-by":"crossref","unstructured":"Isola, P., Zhu, J.Y., Zhou, T., Efros, A.A.: Image-to-image translation with conditional adversarial networks. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 1125\u20131134 (2017)","DOI":"10.1109\/CVPR.2017.632"},{"key":"3_CR20","doi-asserted-by":"crossref","unstructured":"Ju, X., et al.: Humansd: a native skeleton-guided diffusion model for human image generation. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 15988\u201315998 (2023)","DOI":"10.1109\/ICCV51070.2023.01465"},{"key":"3_CR21","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. In: 3rd International Conference on Learning Representations, ICLR 2015, San Diego, CA, USA, May 7-9, 2015, Conference Track Proceedings (2015)"},{"key":"3_CR22","unstructured":"Kingma, D.P., Welling, M.: Auto-encoding variational Bayes. arXiv preprint arXiv:1312.6114 (2013)"},{"key":"3_CR23","unstructured":"Kynk\u00e4\u00e4nniemi, T., Karras, T., Laine, S., Lehtinen, J., Aila, T.: Improved precision and recall metric for assessing generative models. Adv. Neural Inf. Process. Syst. 32 (2019)"},{"key":"3_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.autcon.2020.103491","volume":"123","author":"G Laignel","year":"2021","unstructured":"Laignel, G., et al.: Floor plan generation through a mixed constraint programming-genetic optimization approach. Autom. Constr. 123, 103491 (2021)","journal-title":"Autom. Constr."},{"issue":"6","key":"3_CR25","doi-asserted-by":"publisher","first-page":"663","DOI":"10.1007\/s00371-013-0825-1","volume":"29","author":"H Liu","year":"2013","unstructured":"Liu, H., Yang, Y.L., AlHalawani, S., Mitra, N.J.: Constraint-aware interior layout exploration for pre-cast concrete-based buildings. Vis. Comput. 29(6), 663\u2013673 (2013)","journal-title":"Vis. Comput."},{"key":"3_CR26","doi-asserted-by":"crossref","unstructured":"Nishida, G., Garcia-Dorado, I., Aliaga, D.G.: Example-driven procedural urban roads. Comput. Graph. Forum 35 (2016)","DOI":"10.1111\/cgf.12728"},{"key":"3_CR27","doi-asserted-by":"crossref","unstructured":"Peebles, W., Xie, S.: Scalable diffusion models with transformers. In: Proceedings of the IEEE\/CVF international conference on computer vision, pp. 4195\u20134205 (2023)","DOI":"10.1109\/ICCV51070.2023.00387"},{"issue":"4","key":"3_CR28","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2601097.2601164","volume":"33","author":"CH Peng","year":"2014","unstructured":"Peng, C.H., Yang, Y.L., Wonka, P.: Computing layouts with deformable templates. ACM Trans. Graph. (TOG) 33(4), 1\u201311 (2014)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"3_CR29","doi-asserted-by":"crossref","unstructured":"Qin, Y., Zhao, N., Sheng, B., Lau, R.W.: Text2city: one-stage text-driven urban layout regeneration. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a038, pp. 4578\u20134586 (2024)","DOI":"10.1609\/aaai.v38i5.28257"},{"key":"3_CR30","doi-asserted-by":"crossref","unstructured":"Rombach, R., Blattmann, A., Lorenz, D., Esser, P., Ommer, B.: High-resolution image synthesis with latent diffusion models. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp. 10684\u201310695 (2022)","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"3_CR31","doi-asserted-by":"crossref","unstructured":"Shabani, M.A., Hosseini, S., Furukawa, Y.: Housediffusion: vector floorplan generation via a diffusion model with discrete and continuous denoising. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 5466\u20135475 (2023)","DOI":"10.1109\/CVPR52729.2023.00529"},{"key":"3_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.autcon.2021.103718","volume":"127","author":"K Shekhawat","year":"2021","unstructured":"Shekhawat, K., Upasani, N., Bisht, S., Jain, R.N.: A tool for computer-generated dimensioned floorplans based on given adjacencies. Autom. Constr. 127, 103718 (2021)","journal-title":"Autom. Constr."},{"issue":"4","key":"3_CR33","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3528223.3530135","volume":"41","author":"J Sun","year":"2022","unstructured":"Sun, J.: Wallplan: synthesizing floorplans by learning to generate wall graphs. ACM Trans. Graph. (TOG) 41(4), 1\u201314 (2022)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"3_CR34","doi-asserted-by":"crossref","unstructured":"Voynov, A., Aberman, K., Cohen-Or, D.: Sketch-guided text-to-image diffusion models. In: ACM SIGGRApH 2023 conference proceedings, pp. 1\u201311 (2023)","DOI":"10.1145\/3588432.3591560"},{"key":"3_CR35","doi-asserted-by":"crossref","unstructured":"Wang, Y., Wu, W., Fei, Y., Zheng, L.: Cvtlayout: automated generation of mid-scale commercial space layout via centroidal voronoi tessellation. Comput. Graph. 104175 (2025)","DOI":"10.1016\/j.cag.2025.104175"},{"key":"3_CR36","doi-asserted-by":"crossref","unstructured":"Wu, W., Fan, L., Liu, L., Wonka, P.: Miqp-based layout design for building interiors. In: Computer Graphics Forum, vol.\u00a037, pp. 511\u2013521. Wiley Online Library (2018)","DOI":"10.1111\/cgf.13380"},{"issue":"6","key":"3_CR37","first-page":"1","volume":"38","author":"W Wu","year":"2019","unstructured":"Wu, W., et al.: Data-driven interior plan generation for residential buildings. ACM Trans. Graph. (TOG) 38(6), 1\u201312 (2019)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"3_CR38","doi-asserted-by":"crossref","unstructured":"Xie, H., Chen, Z., Hong, F., Liu, Z.: Citydreamer: compositional generative model of unbounded 3d cities. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp. 9666\u20139675 (2024)","DOI":"10.1109\/CVPR52733.2024.00923"},{"key":"3_CR39","doi-asserted-by":"crossref","unstructured":"Zhang, L., Rao, A., Agrawala, M.: Adding conditional control to text-to-image diffusion models. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 3836\u20133847 (2023)","DOI":"10.1109\/ICCV51070.2023.00355"},{"key":"3_CR40","doi-asserted-by":"crossref","unstructured":"Zhang, S.K., et al.: Automatic generation of commercial scenes. In: Proceedings of the 31st ACM International Conference on Multimedia, pp. 1137\u20131147 (2023)","DOI":"10.1145\/3581783.3613456"},{"key":"3_CR41","doi-asserted-by":"crossref","unstructured":"Zheng, G., et al.: Layoutdiffusion: controllable diffusion model for layout-to-image generation. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 22490\u201322499 (2023)","DOI":"10.1109\/CVPR52729.2023.02154"}],"container-title":["Lecture Notes in Computer Science","Pattern Recognition and Computer Vision"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-5696-0_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T14:03:35Z","timestamp":1769695415000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-5696-0_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9789819556953","9789819556960"],"references-count":41,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-5696-0_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"30 January 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PRCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Chinese Conference on Pattern Recognition and Computer Vision  (PRCV)","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Shanghai","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 October 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 October 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ccprcv2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/2025.prcv.cn\/index.asp","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}