{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T14:16:20Z","timestamp":1784211380899,"version":"3.55.0"},"reference-count":89,"publisher":"Association for Computing Machinery (ACM)","issue":"3","license":[{"start":{"date-parts":[[2023,6,5]],"date-time":"2023-06-05T00:00:00Z","timestamp":1685923200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"French National Research Agency as part of ANR-PISCo","award":["ANR-17-CE33-0005"],"award-info":[{"award-number":["ANR-17-CE33-0005"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Graph."],"published-print":{"date-parts":[[2023,6,30]]},"abstract":"<jats:p>Over the past decade, three-dimensional (3D) graphics have become highly detailed to mimic the real world, exploding their size and complexity. Certain applications and device constraints necessitate their simplification and\/or lossy compression, which can degrade their visual quality. Thus, to ensure the best Quality of Experience, it is important to evaluate the visual quality to accurately drive the compression and find the right compromise between visual quality and data size. In this work, we focus on subjective and objective quality assessment of textured 3D meshes. We first establish a large-scale dataset, which includes 55 source models quantitatively characterized in terms of geometric, color, and semantic complexity, and corrupted by combinations of five types of compression-based distortions applied on the geometry, texture mapping, and texture image of the meshes. This dataset contains over 343k distorted stimuli. We propose an approach to select a challenging subset of 3,000 stimuli for which we collected 148,929 quality judgments from over 4,500 participants in a large-scale crowdsourced subjective experiment. Leveraging our subject-rated dataset, a learning-based quality metric for 3D graphics was proposed. Our metric demonstrates state-of-the-art results on our dataset of textured meshes and on a dataset of distorted meshes with vertex colors. Finally, we present an application of our metric and dataset to explore the influence of distortion interactions and content characteristics on the perceived quality of compressed textured meshes.<\/jats:p>","DOI":"10.1145\/3592786","type":"journal-article","created":{"date-parts":[[2023,4,14]],"date-time":"2023-04-14T14:00:14Z","timestamp":1681480814000},"page":"1-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":51,"title":["Textured Mesh Quality Assessment: Large-scale Dataset and Deep Learning-based Quality Metric"],"prefix":"10.1145","volume":"42","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7563-5711","authenticated-orcid":false,"given":"Yana","family":"Nehm\u00e9","sequence":"first","affiliation":[{"name":"Universit\u00e9 Lyon, INSA Lyon, CNRS, UCBL, LIRIS, UMR5205, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4367-0405","authenticated-orcid":false,"given":"Johanna","family":"Delanoy","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Lyon, INSA Lyon, CNRS, UCBL, LIRIS, UMR5205, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6611-4420","authenticated-orcid":false,"given":"Florent","family":"Dupont","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Lyon, UCBL, CNRS, INSA Lyon, LIRIS, UMR5205, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-9333-8563","authenticated-orcid":false,"given":"Jean-Philippe","family":"Farrugia","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Lyon, UCBL, CNRS, INSA Lyon, LIRIS, UMR5205, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2143-7063","authenticated-orcid":false,"given":"Patrick","family":"Le Callet","sequence":"additional","affiliation":[{"name":"Nantes Universit\u00e9, \u00c9cole Centrale Nantes, CNRS, LS2N, UMR 6004, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3988-6702","authenticated-orcid":false,"given":"Guillaume","family":"Lavou\u00e9","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Lyon, Centrale Lyon, CNRS, INSA Lyon, UCBL, LIRIS, UMR5205, ENISE, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,6,5]]},"reference":[{"key":"e_1_3_3_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3423328.3423498"},{"key":"e_1_3_3_3_1","article-title":"No-reference mesh visual quality assessment via ensemble of convolutional neural networks and compact multi-linear pooling","volume":"100","author":"Abouelaziz Ilyass","year":"2020","unstructured":"Ilyass Abouelaziz, Aladine Chetouani, Mohammed El Hassouni, Longin Jan Latecki, and Hocine Cherifi. 2020. No-reference mesh visual quality assessment via ensemble of convolutional neural networks and compact multi-linear pooling. Pattern Recogn. 100 (2020).","journal-title":"Pattern Recogn."},{"key":"e_1_3_3_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2017.8296382"},{"key":"e_1_3_3_5_1","first-page":"282","volume-title":"Applications of Digital Image Processing XL","author":"Alexiou E.","year":"2017","unstructured":"E. Alexiou and T. Ebrahimi. 2017. On the performance of metrics to predict quality in point cloud representations. In Applications of Digital Image Processing XL, Andrew G. Tescher (Ed.), Vol. 10396. International Society for Optics and Photonics, SPIE, 282\u2013297."},{"key":"e_1_3_3_6_1","first-page":"1","volume-title":"Proceedings of the IEEE International Conference on Multimedia and Expo (ICME\u201918)","author":"Alexiou E.","year":"2018","unstructured":"E. Alexiou and T. Ebrahimi. 2018. Point cloud quality assessment metric based on angular similarity. In Proceedings of the IEEE International Conference on Multimedia and Expo (ICME\u201918). 1\u20136. 10.1109\/ICME.2018.8486512"},{"key":"e_1_3_3_7_1","first-page":"1","volume-title":"Proceedings of the IEEE 19th International Workshop on Multimedia Signal Processing (MMSP\u201917)","author":"Alexiou E.","year":"2017","unstructured":"E. Alexiou, E. Upenik, and T. Ebrahimi. 2017. Towards subjective quality assessment of point cloud imaging in augmented reality. In Proceedings of the IEEE 19th International Workshop on Multimedia Signal Processing (MMSP\u201917). 1\u20136. 10.1109\/MMSP.2017.8122237"},{"key":"e_1_3_3_8_1","first-page":"e27","article-title":"A comprehensive study of the rate-distortion performance in MPEG point cloud compression","volume":"8","author":"Alexiou E.","year":"2019","unstructured":"E. Alexiou, I. Viola, T. M. Borges, T. A. Fonseca, R. L. de Queiroz, and T. Ebrahimi. 2019. A comprehensive study of the rate-distortion performance in MPEG point cloud compression. APSIPA Trans. Signal Info. Process. 8 (2019), e27.","journal-title":"APSIPA Trans. Signal Info. Process."},{"key":"e_1_3_3_9_1","first-page":"1","volume-title":"Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920)","author":"Alexiou E.","year":"2020","unstructured":"E. Alexiou, N. Yang, and T. Ebrahimi. 2020. PointXR: A toolbox for visualization and subjective evaluation of point clouds in virtual reality. In Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920). 1\u20136. 10.1109\/QoMEX48832.2020.9123121"},{"key":"e_1_3_3_10_1","volume-title":"Proceedings of the IEEE International Conference on Multimedia and Expo","author":"Aspert N.","year":"2002","unstructured":"N. Aspert, D. Santa-Cruz, and T. Ebrahimi. 2002. MESH: Measuring errors between surfaces using the Hausdorff distance. In Proceedings of the IEEE International Conference on Multimedia and Expo. 10.1109\/ICME.2002.1035879"},{"key":"e_1_3_3_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2760518"},{"issue":"7","key":"e_1_3_3_12_1","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1111\/cgf.13044","article-title":"Progressive compression of arbitrary textured meshes","volume":"35","author":"Caillaud F.","year":"2016","unstructured":"F. Caillaud, V. Vidal, F. Dupont, and G. Lavou\u00e9. 2016. Progressive compression of arbitrary textured meshes. Comput. Graph. Forum 35, 7 (Oct.2016), 475\u2013484.","journal-title":"Comput. Graph. Forum"},{"key":"e_1_3_3_13_1","doi-asserted-by":"publisher","DOI":"10.1117\/1.JEI.27.4.043048"},{"key":"e_1_3_3_14_1","first-page":"1","article-title":"Subjective visual quality assessment of immersive 3D media compressed by open-source static 3D mesh codecs","author":"Christaki Kyriaki","year":"2018","unstructured":"Kyriaki Christaki, Emmanouil Christakis, and Petros Drakoulis. 2018. Subjective visual quality assessment of immersive 3D media compressed by open-source static 3D mesh codecs. In Proceedings of the 25th International Conference on MultiMedia Modeling (MMM\u201918). 1\u201312.","journal-title":"Proceedings of the 25th International Conference on MultiMedia Modeling (MMM\u201918)"},{"key":"e_1_3_3_15_1","volume-title":"Proceedings of the Eurographics Italian Chapter Conference","author":"Cignoni Paolo","year":"2008","unstructured":"Paolo Cignoni, Marco Callieri, Massimiliano Corsini, Matteo Dellepiane, Fabio Ganovelli, and Guido Ranzuglia. 2008. MeshLab: An open-source mesh processing tool. In Proceedings of the Eurographics Italian Chapter Conference. The Eurographics Association. 10.2312\/LocalChapterEvents\/ItalChap\/ItalianChapConf2008\/129-136"},{"key":"e_1_3_3_16_1","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1109\/TMM.2006.886261","article-title":"Watermarked 3D mesh quality assessment","volume":"9","author":"Corsini Massimiliano","year":"2007","unstructured":"Massimiliano Corsini, Elisa Drelie Gelasca, Touradj Ebrahimi, and Mauro Barni. 2007. Watermarked 3D mesh quality assessment. IEEE Trans. Multimedia 9 (2007), 247\u2013256.","journal-title":"IEEE Trans. Multimedia"},{"key":"e_1_3_3_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2009.06.005"},{"key":"e_1_3_3_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.01.054"},{"key":"e_1_3_3_19_1","first-page":"263","article-title":"Simplifying surfaces with color and texture using quadric error metrics","author":"Garland Michael","year":"1998","unstructured":"Michael Garland and Paul S. Heckbert. 1998. Simplifying surfaces with color and texture using quadric error metrics. In Proceedings of the Conference on Visualization. 263\u2013269.","journal-title":"Proceedings of the Conference on Visualization"},{"key":"e_1_3_3_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2500021"},{"key":"e_1_3_3_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2996296"},{"key":"e_1_3_3_22_1","doi-asserted-by":"publisher","DOI":"10.2352\/ISSN.2470-1173.2020.11.HVEI-128"},{"key":"e_1_3_3_23_1","first-page":"1444","volume-title":"Proceedings of the IEEE International Conference on Image Processing (ICIP\u201921)","author":"He Zhouyan","year":"2021","unstructured":"Zhouyan He, Gangyi Jiang, Zhidi Jiang, and Mei Yu. 2021. Towards a colored point cloud quality assessment method using colored texture and curvature projection. In Proceedings of the IEEE International Conference on Image Processing (ICIP\u201921). 1444\u20131448. 10.1109\/ICIP42928.2021.9506762"},{"key":"e_1_3_3_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2013.2291663"},{"key":"e_1_3_3_25_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01219-9_11"},{"key":"e_1_3_3_26_1","article-title":"Methodology for the subjective assessment of the quality of television pictures BT Series Broadcasting service","author":"BT.500-13 ITU-R","year":"2012","unstructured":"ITU-R BT.500-13. 2012. Methodology for the subjective assessment of the quality of television pictures BT Series Broadcasting service. Technical report. International Telecommunication Union, Geneva, Switzerland.","journal-title":"Technical report. International Telecommunication Union, Geneva, Switzerland"},{"key":"e_1_3_3_27_1","article-title":"Subjective video quality assessment methods for multimedia applications","author":"P.910 ITU-T","year":"2008","unstructured":"ITU-T P.910. 2008. Subjective video quality assessment methods for multimedia applications. Technical report. International Telecommunication Union, Geneva, Switzerland.","journal-title":"Technical report. International Telecommunication Union, Geneva, Switzerland"},{"key":"e_1_3_3_28_1","first-page":"1","volume-title":"Proceedings of the IEEE 19th International Workshop on Multimedia Signal Processing (MMSP\u201917)","author":"Javaheri A.","year":"2017","unstructured":"A. Javaheri, C. Brites, F. Pereira, and J. Ascenso. 2017. Subjective and objective quality evaluation of compressed point clouds. In Proceedings of the IEEE 19th International Workshop on Multimedia Signal Processing (MMSP\u201917). 1\u20136. 10.1109\/MMSP.2017.8122239"},{"key":"e_1_3_3_29_1","article-title":"Point cloud rendering after coding: Impacts on subjective and objective quality","author":"Javaheri A.","year":"2019","unstructured":"A. Javaheri, C. Brites, F. Pereira, and J. Ascenso. 2019. Point cloud rendering after coding: Impacts on subjective and objective quality. Retrieved from https:\/\/arXiv:1912.09137.","journal-title":"Retrieved from https:\/\/arXiv:1912.09137"},{"key":"e_1_3_3_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2020.3010128"},{"key":"e_1_3_3_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/QoMEX.2018.8463298"},{"key":"e_1_3_3_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.224"},{"key":"e_1_3_3_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/83.388074"},{"key":"e_1_3_3_34_1","first-page":"1","article-title":"On the accuracy of objective image and video quality models: New methodology for performance evaluation","author":"Krasula L.","year":"2016","unstructured":"L. Krasula, K. Fliegel, P. Le Callet, and M. Kl\u00edma. 2016. On the accuracy of objective image and video quality models: New methodology for performance evaluation. In Proceedings of the 8th International Conference on Quality of Multimedia Experience (QoMEX) (2016), 1\u20136.","journal-title":"Proceedings of the 8th International Conference on Quality of Multimedia Experience (QoMEX)"},{"key":"e_1_3_3_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/1462048.1462052"},{"issue":"5","key":"e_1_3_3_36_1","doi-asserted-by":"crossref","first-page":"1427","DOI":"10.1111\/j.1467-8659.2011.02017.x","article-title":"A multiscale metric for 3D mesh visual quality assessment","volume":"30","author":"Lavou\u00e9 Guillaume","year":"2011","unstructured":"Guillaume Lavou\u00e9. 2011. A multiscale metric for 3D mesh visual quality assessment. Comput. Graph. Forum 30, 5 (2011), 1427\u20131437.","journal-title":"Comput. Graph. Forum"},{"issue":"8","key":"e_1_3_3_37_1","doi-asserted-by":"crossref","first-page":"1987","DOI":"10.1109\/TVCG.2015.2480079","article-title":"On the efficiency of image metrics for evaluating the visual quality of 3D models","volume":"22","author":"Lavou\u00e9 Guillaume","year":"2016","unstructured":"Guillaume Lavou\u00e9, Mohamed Chaker Larabi, and Libor Vasa. 2016. On the efficiency of image metrics for evaluating the visual quality of 3D models. IEEE Trans. Visual. Comput. Graph. 22, 8 (2016), 1987\u20131999.","journal-title":"IEEE Trans. Visual. Comput. Graph."},{"key":"e_1_3_3_38_1","first-page":"1","volume-title":"Proceedings of the 23rd IEEE International Workshop on Multimedia Signal Processing (MMSP\u201921)","author":"Lazzarotto Davi","year":"2021","unstructured":"Davi Lazzarotto, Evangelos Alexiou, and Touradj Ebrahimi. 2021. Benchmarking of objective quality metrics for point cloud compression. In Proceedings of the 23rd IEEE International Workshop on Multimedia Signal Processing (MMSP\u201921). 1\u20136."},{"key":"e_1_3_3_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3096060"},{"key":"e_1_3_3_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3100282"},{"key":"e_1_3_3_41_1","article-title":"Point cloud quality assessment: Dataset construction and learning-based no-reference approach","author":"Liu Yipeng","year":"2021","unstructured":"Yipeng Liu, Qi Yang, Yiling Xu, and Le Yang. 2021a. Point cloud quality assessment: Dataset construction and learning-based no-reference approach. Retrieved from https:\/\/arXiv:2012.11895.","journal-title":"Retrieved from https:\/\/arXiv:2012.11895"},{"key":"e_1_3_3_42_1","article-title":"Real-world textured things: A repository of textured models generated with modern photo-reconstruction tools","author":"Maggiordomo Andrea","year":"2020","unstructured":"Andrea Maggiordomo, Federico Ponchio, Paolo Cignoni, and Marco Tarini. 2020. Real-world textured things: A repository of textured models generated with modern photo-reconstruction tools. Retrieved from https:\/\/arXiv:2004.14753.","journal-title":"Retrieved from https:\/\/arXiv:2004.14753"},{"key":"e_1_3_3_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2010324.1964935"},{"issue":"8","key":"e_1_3_3_44_1","doi-asserted-by":"crossref","first-page":"2478","DOI":"10.1111\/j.1467-8659.2012.03188.x","article-title":"Comparison of four subjective methods for image quality assessment","volume":"31","author":"Mantiuk Rafa\u0142 K.","year":"2012","unstructured":"Rafa\u0142 K. Mantiuk, Anna Tomaszewska, and Rados\u0142aw Mantiuk. 2012. Comparison of four subjective methods for image quality assessment. Comput. Graph. Forum 31, 8 (Dec.2012), 2478\u20132491. http:\/\/doi.wiley.com\/10.1111\/j.1467-8659.2012.03188.x","journal-title":"Comput. Graph. Forum"},{"issue":"4","key":"e_1_3_3_45_1","doi-asserted-by":"crossref","first-page":"828","DOI":"10.1109\/TCSVT.2016.2543039","article-title":"Design, implementation, and evaluation of a point cloud codec for tele-immersive video","volume":"27","author":"Mekuria R.","year":"2017","unstructured":"R. Mekuria, K. Blom, and P. Cesar. 2017. Design, implementation, and evaluation of a point cloud codec for tele-immersive video. IEEE Trans. Circ. Syst. Video Technol. 27, 4 (Apr.2017), 828\u2013842.","journal-title":"IEEE Trans. Circ. Syst. Video Technol."},{"key":"e_1_3_3_46_1","first-page":"1","volume-title":"Proceedings of the 11th International Conference on Quality of Multimedia Experience (QoMEX\u201919)","author":"Meynet Gabriel","year":"2019","unstructured":"Gabriel Meynet, Julie Digne, and Guillaume Lavou\u00e9. 2019. PC-MSDM: A quality metric for 3D point clouds. In Proceedings of the 11th International Conference on Quality of Multimedia Experience (QoMEX\u201919). 1\u20133. 10.1109\/QoMEX.2019.8743313"},{"key":"e_1_3_3_47_1","first-page":"1","volume-title":"Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920)","author":"Meynet Gabriel","year":"2020","unstructured":"Gabriel Meynet, Yana Nehm\u00e9, Julie Digne, and Guillaume Lavou\u00e9. 2020. PCQM: A full-reference quality metric for colored 3D point clouds. In Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920). 1\u20136. 10.1109\/QoMEX48832.2020.9123147"},{"key":"e_1_3_3_48_1","article-title":"Exploring crowdsourcing for subjective quality assessment of 3D graphics","author":"Nehm\u00e9 Yana","year":"2021","unstructured":"Yana Nehm\u00e9, Patrick Le Callet, Florent Dupont, Jean-Philippe Farrugia, and Guillaume Lavou\u00e9. 2021a. Exploring crowdsourcing for subjective quality assessment of 3D graphics. In Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP\u201921).","journal-title":"Proceedings of the IEEE International Workshop on Multimedia Signal Processing (MMSP\u201921)"},{"key":"e_1_3_3_49_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3036153"},{"key":"e_1_3_3_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3427931"},{"key":"e_1_3_3_51_1","article-title":"3D blind mesh quality assessment index","author":"Nouri Anass","year":"2017","unstructured":"Anass Nouri, Christophe Charrier, and Olivier L\u00e9zoray. 2017. 3D blind mesh quality assessment index. In Proceedings of the IS&T International Symposium on Electronic Imaging.","journal-title":"Proceedings of the IS&T International Symposium on Electronic Imaging"},{"key":"e_1_3_3_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2005.843364"},{"key":"e_1_3_3_53_1","first-page":"3428","volume-title":"Proceedings of the IEEE International Conference on Image Processing (ICIP\u201920)","author":"Perry S.","year":"2020","unstructured":"S. Perry, H. P. Cong, L. A. da Silva Cruz, J. Prazeres, M. Pereira, A. Pinheiro, E. Dumic, E. Alexiou, and T. Ebrahimi. 2020. Quality evaluation of static point clouds encoded using MPEG codecs. In Proceedings of the IEEE International Conference on Image Processing (ICIP\u201920). 3428\u20133432. 10.1109\/ICIP40778.2020.9191308"},{"key":"e_1_3_3_54_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2014.2302684"},{"key":"e_1_3_3_55_1","doi-asserted-by":"publisher","DOI":"10.2352\/ISSN.2470-1173.2021.9.IQSP-257"},{"key":"e_1_3_3_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/2810188.2810194"},{"key":"e_1_3_3_57_1","doi-asserted-by":"publisher","DOI":"10.2312\/eged.20211000"},{"key":"e_1_3_3_58_1","doi-asserted-by":"crossref","unstructured":"Bernice E. Rogowitz and Holly E. Rushmeier. 2001. Are image quality metrics adequate to evaluate the quality of geometric objects? In Proceedings of SPIE: The International Society for Optical Engineering . 10.1117\/12.429504","DOI":"10.1117\/12.429504"},{"issue":"5","key":"e_1_3_3_59_1","article-title":"Perceptual models of viewpoint preference","volume":"30","author":"Secord Adrian","year":"2011","unstructured":"Adrian Secord, Jingwan Lu, Adam Finkelstein, Manish Singh, and Andrew Nealen. 2011. Perceptual models of viewpoint preference. ACM Trans. Graph. 30, 5 (Oct.2011).","journal-title":"ACM Trans. Graph."},{"issue":"2","key":"e_1_3_3_60_1","doi-asserted-by":"crossref","first-page":"430","DOI":"10.1109\/TIP.2005.859378","article-title":"Image information and visual quality","volume":"15","author":"Sheikh H. R.","year":"2006","unstructured":"H. R. Sheikh and A. C. Bovik. 2006. Image information and visual quality. IEEE Trans. Image Process. 15, 2 (Feb.2006), 430\u2013444.","journal-title":"IEEE Trans. Image Process."},{"key":"e_1_3_3_61_1","first-page":"3182","volume-title":"Proceedings of the IEEE International Conference on Image Processing (ICIP\u201919)","author":"Su H.","year":"2019","unstructured":"H. Su, Z. Duanmu, W. Liu, Q. Liu, and Z. Wang. 2019. Perceptual quality assessment of 3D point clouds. In Proceedings of the IEEE International Conference on Image Processing (ICIP\u201919). 3182\u20133186."},{"key":"e_1_3_3_62_1","first-page":"127","volume-title":"Proceedings of the IEEE Conference on Virtual Reality and 3D User Interfaces (VR\u201920)","author":"Subramanyam Shishir","year":"2020","unstructured":"Shishir Subramanyam, Jie Li, Irene Viola, and Pablo Cesar. 2020. Comparing the quality of highly realistic digital humans in 3DoF and 6DoF: A volumetric video case study. In Proceedings of the IEEE Conference on Virtual Reality and 3D User Interfaces (VR\u201920). IEEE, 127\u2013136."},{"key":"e_1_3_3_63_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2831899"},{"key":"e_1_3_3_64_1","first-page":"5266","volume-title":"Point Cloud Projection and Multi-Scale Feature Fusion Network Based Blind Quality Assessment for Colored Point Clouds","author":"Tao Wen-xu","year":"2021","unstructured":"Wen-xu Tao, Gang-yi Jiang, Zhi-di Jiang, and Mei Yu. 2021. Point Cloud Projection and Multi-Scale Feature Fusion Network Based Blind Quality Assessment for Colored Point Clouds. New York, NY, 5266\u20135272."},{"key":"e_1_3_3_65_1","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1007\/978-3-030-58542-6_27","article-title":"Why are deep representations good perceptual quality features?","author":"Tariq Taimoor","year":"2020","unstructured":"Taimoor Tariq, Okan Tarhan Tursun, Munchurl Kim, and Piotr Didyk. 2020. Why are deep representations good perceptual quality features? Computer Vision \u2013 ECCV 2020 (2020), 445\u2013461.","journal-title":"Computer Vision \u2013 ECCV 2020"},{"issue":"1","key":"e_1_3_3_66_1","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1109\/TCSVT.2007.903319","article-title":"Batex3: Bit allocation for progressive transmission of textured 3D models","volume":"18","author":"Tian Dihong","year":"2008","unstructured":"Dihong Tian and G. AlRegib. 2008. Batex3: Bit allocation for progressive transmission of textured 3D models. IEEE Trans. Circ. Syst. Video Technol. 18, 1 (2008), 23\u201335.","journal-title":"IEEE Trans. Circ. Syst. Video Technol."},{"key":"e_1_3_3_67_1","first-page":"3460","volume-title":"Proceedings of the IEEE International Conference on Image Processing (ICIP\u201917)","author":"Tian Dong","year":"2017","unstructured":"Dong Tian, Hideaki Ochimizu, Chen Feng, Robert Cohen, and Anthony Vetro. 2017. Geometric distortion metrics for point cloud compression. In Proceedings of the IEEE International Conference on Image Processing (ICIP\u201917). 3460\u20133464. 10.1109\/ICIP.2017.8296925"},{"issue":"1","key":"e_1_3_3_68_1","doi-asserted-by":"crossref","first-page":"59","DOI":"10.22630\/MGV.2014.23.1.4","article-title":"A curvature-tensor-based perceptual quality metric for 3D triangular meshes","volume":"23","author":"Torkhani Fakhri","year":"2014","unstructured":"Fakhri Torkhani, Kai Wang, and Jean-Marc Chassery. 2014. A curvature-tensor-based perceptual quality metric for 3D triangular meshes. Mach. Graph. Vision 23, 1 (2014), 59\u201382.","journal-title":"Mach. Graph. Vision"},{"key":"e_1_3_3_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2014.12.008"},{"key":"e_1_3_3_70_1","first-page":"174","volume-title":"Applications of Digital Image Processing XLI","author":"Torlig E. M.","year":"2018","unstructured":"E. M. Torlig, E. Alexiou, T. A. Fonseca, R. L. de Queiroz, and T. Ebrahimi. 2018. A novel methodology for quality assessment of voxelized point clouds. In Applications of Digital Image Processing XLI, Andrew G. Tescher (Ed.), Vol. 10752. International Society for Optics and Photonics, SPIE, 174\u2013190."},{"key":"e_1_3_3_71_1","doi-asserted-by":"publisher","DOI":"10.1145\/3129505"},{"issue":"5","key":"e_1_3_3_72_1","article-title":"Dihedral angle mesh error: A fast perception correlated distortion measure for fixed connectivity triangle meshes","volume":"31","author":"V\u00e1\u0161a Libor","year":"2012","unstructured":"Libor V\u00e1\u0161a and Jan Rus. 2012. Dihedral angle mesh error: A fast perception correlated distortion measure for fixed connectivity triangle meshes. Comput. Graph. Forum 31, 5 (2012).","journal-title":"Comput. Graph. Forum"},{"key":"e_1_3_3_73_1","first-page":"1","volume-title":"Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920)","author":"Viola Irene","year":"2020","unstructured":"Irene Viola, Shishir Subramanyam, and Pablo Cesar. 2020. A color-based objective quality metric for point cloud contents. In Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920). 1\u20136. 10.1109\/QoMEX48832.2020.9123089"},{"key":"e_1_3_3_74_1","doi-asserted-by":"crossref","unstructured":"Irene Viola Shishir Subramanyam Jie Li and Pablo Cesar. 2022. On the impact of VR assessment on the Quality of Experience of Highly Realistic Digital Humans. Retrieved from https:\/\/arXiv:2201.07701.","DOI":"10.1007\/s41233-022-00050-3"},{"key":"e_1_3_3_75_1","unstructured":"VQEG. 2010. Report on the validation of video quality models for high definition video content. Technical report. Video Quality Experts Group."},{"key":"e_1_3_3_76_1","article-title":"A fast roughness-based approach to the assessment of 3D mesh visual quality","author":"Wang Kai","year":"2012","unstructured":"Kai Wang, Fakhri Torkhani, and Annick Montanvert. 2012. A fast roughness-based approach to the assessment of 3D mesh visual quality. Comput. Graph. 36, 7 (2012), 808\u2013818.","journal-title":"Comput. Graph."},{"issue":"4","key":"e_1_3_3_77_1","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","article-title":"Image quality assessment: From error visibility to structural similarity","volume":"13","author":"Wang Z.","year":"2004","unstructured":"Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli. 2004. Image quality assessment: From error visibility to structural similarity. IEEE Trans. Image Process. 13, 4 (2004), 600\u2013612.","journal-title":"IEEE Trans. Image Process."},{"key":"e_1_3_3_78_1","first-page":"213","article-title":"Measuring and predicting visual fidelity","author":"Watson Benjamin","year":"2001","unstructured":"Benjamin Watson. 2001. Measuring and predicting visual fidelity. ACM Siggraph (2001), 213\u2013220.","journal-title":"ACM Siggraph"},{"key":"e_1_3_3_79_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3002478"},{"issue":"12","key":"e_1_3_3_80_1","doi-asserted-by":"crossref","first-page":"4630","DOI":"10.1109\/TCSVT.2021.3101484","article-title":"Subjective quality database and objective study of compressed point clouds with 6DoF head-mounted display","volume":"31","author":"Wu Xinju","year":"2021","unstructured":"Xinju Wu, Yun Zhang, Chunling Fan, Junhui Hou, and Sam Kwong. 2021. Subjective quality database and objective study of compressed point clouds with 6DoF head-mounted display. IEEE Trans. Circ. Syst. Video Technol. 31, 12 (2021), 4630\u20134644.","journal-title":"IEEE Trans. Circ. Syst. Video Technol."},{"key":"e_1_3_3_81_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01249-6_13"},{"key":"e_1_3_3_82_1","first-page":"3877","article-title":"Predicting the perceptual quality of point cloud: A 3D-to-2D projection-based exploration","author":"Yang Q.","year":"2020","unstructured":"Q. Yang, H. Chen, Z. Ma, Y. Xu, R. Tang, and J. Sun. 2020. Predicting the perceptual quality of point cloud: A 3D-to-2D projection-based exploration. IEEE Trans. Multimedia 23 (2020), 3877\u20133891.","journal-title":"IEEE Trans. Multimedia"},{"key":"e_1_3_3_83_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.3047083"},{"issue":"1","key":"e_1_3_3_84_1","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1007\/s00371-018-1592-9","article-title":"A machine learning framework for full-reference 3D shape quality assessment","volume":"36","author":"Yildiz Zeynep Cipiloglu","year":"2020","unstructured":"Zeynep Cipiloglu Yildiz, A. Cengiz Oztireli, and Tolga Capin. 2020. A machine learning framework for full-reference 3D shape quality assessment. Visual Comput. 36, 1 (2020), 127\u2013139.","journal-title":"Visual Comput."},{"key":"e_1_3_3_85_1","doi-asserted-by":"publisher","DOI":"10.1109\/QoMEX.2013.6603194"},{"issue":"10","key":"e_1_3_3_86_1","first-page":"323","article-title":"Subjective and objective quality assessment for volumetric video compression","volume":"2019","author":"Zerman Emin","year":"2019","unstructured":"Emin Zerman, Pan Gao, Cagri Ozcinar, and Aljosa Smolic. 2019. Subjective and objective quality assessment for volumetric video compression. Electr. Imag. 2019, 10 (2019), 323\u20131.","journal-title":"Electr. Imag."},{"key":"e_1_3_3_87_1","first-page":"1","volume-title":"Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920)","author":"Zerman Emin","year":"2020","unstructured":"Emin Zerman, Cagri Ozcinar, Pan Gao, and Aljosa Smolic. 2020. Textured mesh vs coloured point cloud: A subjective study for volumetric video compression. In Proceedings of the 12th International Conference on Quality of Multimedia Experience (QoMEX\u201920). IEEE, 1\u20136."},{"key":"e_1_3_3_88_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"},{"key":"e_1_3_3_89_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475294"},{"key":"e_1_3_3_90_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cag.2009.10.004"}],"container-title":["ACM Transactions on Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3592786","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3592786","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T19:07:46Z","timestamp":1750273666000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3592786"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,5]]},"references-count":89,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,6,30]]}},"alternative-id":["10.1145\/3592786"],"URL":"https:\/\/doi.org\/10.1145\/3592786","relation":{},"ISSN":["0730-0301","1557-7368"],"issn-type":[{"value":"0730-0301","type":"print"},{"value":"1557-7368","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,5]]},"assertion":[{"value":"2022-02-23","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-03-09","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-06-05","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}