{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T12:03:34Z","timestamp":1784894614386,"version":"3.55.0"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Beijing Municipal Natural Science Foundation","award":["4232020"],"award-info":[{"award-number":["4232020"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["62201017"],"award-info":[{"award-number":["62201017"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"R&D Program of Beijing Municipal Education Commission","award":["KM202310011014"],"award-info":[{"award-number":["KM202310011014"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Vis Comput"],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1007\/s00371-026-04625-5","type":"journal-article","created":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T18:17:09Z","timestamp":1783016229000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Uncertainty-aware multi-view post-aggregation for point cloud quality assessment"],"prefix":"10.1007","volume":"42","author":[{"given":"Yonggang","family":"Xu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Furong","family":"Pan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yangwei","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaochuan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,2]]},"reference":[{"issue":"3","key":"4625_CR1","doi-asserted-by":"publisher","first-page":"5026","DOI":"10.1109\/TCE.2024.3423830","volume":"70","author":"X Chai","year":"2024","unstructured":"Chai, X., Shao, F.: MS-PCQE: Efficient NR-PCQE via multi-scale interaction module in immersive communications. IEEE Trans. Consum. Electron. 70(3), 5026\u20135039 (2024)","journal-title":"IEEE Trans. Consum. Electron."},{"issue":"7","key":"4625_CR2","doi-asserted-by":"publisher","first-page":"6207","DOI":"10.1109\/TCSVT.2024.3350180","volume":"34","author":"X Chai","year":"2024","unstructured":"Chai, X., Shao, F., Mu, B., Chen, H., Jiang, Q., Ho, Y.S.: Plain-PCQA: No-reference point cloud quality assessment by analysis of plain visual and geometrical components. IEEE Trans. Circuits Syst. Video Technol. 34(7), 6207\u20136223 (2024)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"4625_CR3","doi-asserted-by":"publisher","first-page":"2489","DOI":"10.1109\/TMM.2024.3521845","volume":"27","author":"W Chen","year":"2024","unstructured":"Chen, W., Jiang, Q., Zhou, W., Shao, F., Zhai, G., Lin, W.: No-reference point cloud quality assessment via graph convolutional network. IEEE Trans. Multim. 27, 2489\u20132502 (2024)","journal-title":"IEEE Trans. Multim."},{"key":"4625_CR4","doi-asserted-by":"crossref","unstructured":"Fan, S., Gao, W., Chen, Z., Li, G., Liu, G., Wang, Q.: Stochasticity-aware no-reference point cloud quality assessment. In: Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, pp. 4146\u20134154 (2025)","DOI":"10.24963\/ijcai.2025\/462"},{"key":"4625_CR5","doi-asserted-by":"crossref","unstructured":"Gupta, S., Phillips, G., Bovik, A.C.: PIT-QMM: A Large Multimodal Model for No-Reference Point Cloud Quality Assessment. In: 2025 IEEE International Conference on Image Processing (ICIP), pp. 2085\u20132090. IEEE (2025)","DOI":"10.1109\/ICIP55913.2025.11084354"},{"key":"4625_CR6","doi-asserted-by":"publisher","unstructured":"K., M., Narwaria, M.: Assessment of Machine Learning-Based Audiovisual Quality Predictors: Why Uncertainty Matters. ACM Trans. Multimedia Comput. Commun. Appl. 17(2), 1\u201322 (2021). https:\/\/doi.org\/10.1145\/3430376","DOI":"10.1145\/3430376"},{"key":"4625_CR7","first-page":"1","volume":"74","author":"H Li","year":"2025","unstructured":"Li, H., Gao, W.: Information exploration of projected views for point cloud quality measurement. IEEE Trans. Instrum. Meas. 74, 1\u201314 (2025)","journal-title":"IEEE Trans. Instrum. Meas."},{"issue":"8","key":"4625_CR8","doi-asserted-by":"publisher","first-page":"3642","DOI":"10.1109\/TVCG.2022.3167151","volume":"29","author":"Q Liu","year":"2022","unstructured":"Liu, Q., Su, H., Duanmu, Z., Liu, W., Wang, Z.: Perceptual quality assessment of colored 3D point clouds. IEEE Trans. Visual Comput. Graph. 29(8), 3642\u20133655 (2022)","journal-title":"IEEE Trans. Visual Comput. Graph."},{"issue":"12","key":"4625_CR9","doi-asserted-by":"publisher","first-page":"4645","DOI":"10.1109\/TCSVT.2021.3100282","volume":"31","author":"Q Liu","year":"2021","unstructured":"Liu, Q., Yuan, H., Su, H., Liu, H., Wang, Y., Yang, H., Hou, J.: PQA-Net: Deep no reference point cloud quality assessment via multi-view projection. IEEE Trans. Circuits Syst. Video Technol. 31(12), 4645\u20134660 (2021)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"4625_CR10","doi-asserted-by":"crossref","unstructured":"Liu, Y., Shan, Z., Zhang, Y., Xu, Y.: Mft-pcqa: Multi-modal fusion transformer for no-reference point cloud quality assessment. In: ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 7965\u20137969. IEEE (2024)","DOI":"10.1109\/ICASSP48485.2024.10445736"},{"issue":"2s","key":"4625_CR11","first-page":"1","volume":"19","author":"Y Liu","year":"2023","unstructured":"Liu, Y., Yang, Q., Xu, Y., Yang, L.: Point cloud quality assessment: Dataset construction and learning-based no-reference metric. ACM Trans. Multimed. Comput. Commun. Appl. 19(2s), 1\u201326 (2023)","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."},{"key":"4625_CR12","doi-asserted-by":"crossref","unstructured":"Liu, Y., Zhang, Y., Shan, Z., Xu, Y.: CLIP-PCQA: Exploring subjective-aligned vision-language modeling for point cloud quality assessment. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 39, pp. 5694\u20135702. (2025)","DOI":"10.1609\/aaai.v39i6.32607"},{"key":"4625_CR13","doi-asserted-by":"crossref","unstructured":"Liu, Z., Lin, Y., Cao, Y., Hu, H., Wei, Y., Zhang, Z., Lin, S., Guo, B.: Swin transformer: Hierarchical vision transformer using shifted windows. In: Proceedings of the IEEE\/CVF international conference on computer vision, pp. 10,012\u201310,022 (2021)","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"4625_CR14","unstructured":"Loshchilov, I., Hutter, F.: Decoupled weight decay regularization, (2017). arXiv:1711.05101 arXiv preprint"},{"key":"4625_CR15","doi-asserted-by":"crossref","unstructured":"Meynet, G., Nehm\u00e9, Y., Digne, J., Lavou\u00e9, G.: PCQM: A full-reference quality metric for colored 3D point clouds. In: 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX), pp. 1\u20136. IEEE (2020)","DOI":"10.1109\/QoMEX48832.2020.9123147"},{"issue":"11","key":"4625_CR16","doi-asserted-by":"publisher","first-page":"5241","DOI":"10.1109\/TNNLS.2020.3025834","volume":"32","author":"M Narwaria","year":"2020","unstructured":"Narwaria, M., Tatu, A.: Interval-based least squares for uncertainty-aware learning in human-centric multimedia systems. IEEE Trans. Neural Netw. Learn. Syst. 32(11), 5241\u20135246 (2020)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"issue":"8","key":"4625_CR17","doi-asserted-by":"publisher","first-page":"4955","DOI":"10.1109\/TVCG.2023.3282802","volume":"30","author":"Z Shan","year":"2023","unstructured":"Shan, Z., Yang, Q., Ye, R., Zhang, Y., Xu, Y., Xu, X., Liu, S.: GPA-Net: No-reference point cloud quality assessment with multi-task graph convolutional network. IEEE Trans. Visual Comput. Graph. 30(8), 4955\u20134967 (2023)","journal-title":"IEEE Trans. Visual Comput. Graph."},{"issue":"7","key":"4625_CR18","doi-asserted-by":"publisher","first-page":"6334","DOI":"10.1109\/TCSVT.2024.3362369","volume":"34","author":"J Wang","year":"2024","unstructured":"Wang, J., Gao, W., Li, G.: Zoom to perceive better: No-reference point cloud quality assessment via exploring effective multiscale feature. IEEE Trans. Circuits Syst. Video Technol. 34(7), 6334\u20136346 (2024)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"4625_CR19","doi-asserted-by":"crossref","unstructured":"Wu, B., Shang, X., Zhao, X., Shen, L., An, P., Ma, S.: Cmdc-pcqa: no-reference point cloud quality assessment via a cross-modal deep-coupling framework. IEEE Trans. Instrum. Meas. , (2025)","DOI":"10.1109\/TIM.2025.3541782"},{"key":"4625_CR20","doi-asserted-by":"publisher","first-page":"3877","DOI":"10.1109\/TMM.2020.3033117","volume":"23","author":"Q Yang","year":"2020","unstructured":"Yang, Q., Chen, H., Ma, Z., Xu, Y., Tang, R., Sun, J.: Predicting the perceptual quality of point cloud: A 3d-to-2d projection-based exploration. IEEE Trans. Multim. 23, 3877\u20133891 (2020)","journal-title":"IEEE Trans. Multim."},{"issue":"6","key":"4625_CR21","doi-asserted-by":"publisher","first-page":"3015","DOI":"10.1109\/TPAMI.2020.3047083","volume":"44","author":"Q Yang","year":"2020","unstructured":"Yang, Q., Ma, Z., Xu, Y., Li, Z., Sun, J.: Inferring point cloud quality via graph similarity. IEEE Trans. Pattern Anal. Mach. Intell. 44(6), 3015\u20133029 (2020)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"4625_CR22","unstructured":"Yao, Y., R\u00e9galdo-Saint, Blancard, B., Domke, J.: Simulation-based stacking. In: international conference on artificial intelligence and statistics, pp. 4267\u20134275. (2024) . (PMLR)"},{"key":"4625_CR23","doi-asserted-by":"crossref","unstructured":"You, Z., Cai, X., Gu, J., Xue, T., Dong, C.: Teaching large language models to regress accurate image quality scores using score distribution. In: Proceedings of the Computer Vision and Pattern Recognition Conference, pp. 14483\u201314494. (2025)","DOI":"10.1109\/CVPR52734.2025.01350"},{"key":"4625_CR24","doi-asserted-by":"publisher","first-page":"3474","DOI":"10.1109\/TIP.2021.3061932","volume":"30","author":"W Zhang","year":"2021","unstructured":"Zhang, W., Ma, K., Zhai, G., Yang, X.: Uncertainty-Aware Blind Image Quality Assessment in the Laboratory and Wild. IEEE Trans. Image Process. 30, 3474\u20133486 (2021). https:\/\/doi.org\/10.1109\/TIP.2021.3061932","journal-title":"IEEE Trans. Image Process."},{"issue":"11","key":"4625_CR25","doi-asserted-by":"publisher","first-page":"7618","DOI":"10.1109\/TCSVT.2022.3186894","volume":"32","author":"Z Zhang","year":"2022","unstructured":"Zhang, Z., Sun, W., Min, X., Wang, T., Lu, W., Zhai, G.: No-reference quality assessment for 3D colored point cloud and mesh models. IEEE Trans. Circuits Syst. Video Technol. 32(11), 7618\u20137631 (2022)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"4625_CR26","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Sun, W., Min, X., Zhou, Q., He, J., Wang, Q., Zhai, G.: Mm-pcqa: Multi-modal learning for no-reference point cloud quality assessment, (2022). arXiv:2209.00244 arXiv preprint","DOI":"10.24963\/ijcai.2023\/195"},{"issue":"6","key":"4625_CR27","first-page":"1","volume":"20","author":"Z Zhang","year":"2024","unstructured":"Zhang, Z., Sun, W., Wu, H., Zhou, Y., Li, C., Chen, Z., Min, X., Zhai, G., Lin, W.: GMS-3DQA: Projection-based grid mini-patch sampling for 3D model quality assessment. ACM Trans. Multimed. Comput. Commun. Appl. 20(6), 1\u201319 (2024)","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."},{"key":"4625_CR28","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Wu, H., Zhou, Y., Li, C., Sun, W., Chen, C., Min, X., Liu, X., Lin, W., Zhai, G.: Lmm-pcqa: Assisting point cloud quality assessment with lmm. In: Proceedings of the 32nd ACM International Conference on Multimedia, pp. 7783\u20137792 (2024)","DOI":"10.1145\/3664647.3680946"},{"issue":"8","key":"4625_CR29","first-page":"1","volume":"21","author":"X Zhou","year":"2025","unstructured":"Zhou, X., Viola, I., Alexiou, E., Jansen, J., Cesar, P.: Subjective and objective quality assessment for dynamic point cloud with visual attention in 6 dof. ACM Trans. Multimed. Comput. Commun. Appl. 21(8), 1\u201324 (2025)","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."}],"container-title":["The Visual Computer"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-026-04625-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00371-026-04625-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-026-04625-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T11:38:33Z","timestamp":1784893113000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00371-026-04625-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":29,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2026,7]]}},"alternative-id":["4625"],"URL":"https:\/\/doi.org\/10.1007\/s00371-026-04625-5","relation":{},"ISSN":["0178-2789","1432-2315"],"issn-type":[{"value":"0178-2789","type":"print"},{"value":"1432-2315","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7]]},"assertion":[{"value":"30 May 2026","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"21 June 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 July 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors have no conflict of interest to declare that are relevant to the content of this article.","order":1,"name":"Ethics","label":"Conflict of interest","group":{"name":"EthicsHeading","label":"Declarations"}}],"article-number":"379"}}