{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T06:25:48Z","timestamp":1775715948119,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2023,6,6]],"date-time":"2023-06-06T00:00:00Z","timestamp":1686009600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,6,6]],"date-time":"2023-06-06T00:00:00Z","timestamp":1686009600000},"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":["Qual User Exp"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s41233-023-00057-4","type":"journal-article","created":{"date-parts":[[2023,6,6]],"date-time":"2023-06-06T06:02:09Z","timestamp":1686031329000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Crafting the MPEG metrics for objective and perceptual quality assessment of volumetric videos"],"prefix":"10.1007","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5276-3155","authenticated-orcid":false,"given":"Jean-Eudes","family":"Marvie","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yana","family":"Nehm\u00e9","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Danillo","family":"Graziosi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guillaume","family":"Lavou\u00e9","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,6,6]]},"reference":[{"key":"57_CR1","unstructured":"MPEG CfP for Dynamic Mesh Coding. [Online]. Available: https:\/\/www.mpeg.org\/wp-content\/uploads\/mpeg_meetings\/136_OnLine\/w20972.zip"},{"key":"57_CR2","unstructured":"Valenzise G, Zerman E, Ozcinar C (eds) (2022) Immersive Video Technologies. Elsevier"},{"issue":"10","key":"57_CR3","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1109\/MCOM.001.2000242","volume":"58","author":"Hooft Jvd","year":"2020","unstructured":"Jvd Hooft, Vega MT, Wauters T, Timmerer C, Begen AC, Turck FD, Schatz R (2020) From capturing to rendering: Volumetric media delivery with six degrees of freedom. IEEE Commun Mag 58(10):49\u201355","journal-title":"IEEE Commun Mag"},{"key":"57_CR4","unstructured":"Zell E, Castan F, Gasparini S, Hilsmann A, Kazhdan M, Tagliasacchi A, Zarpalas D, Zioulis N (2021) Volumetric video - acquisition, compression, interaction and perception. Eurographics 2021 - Tutorials, p 5"},{"key":"57_CR5","doi-asserted-by":"crossref","unstructured":"Ak A, Zerman E, Ling S, Callet PL, Smolic A (2021) The effect of temporal sub-sampling on the accuracy of volumetric video quality assessment. In: Picture Coding Symposium (PCS). IEEE","DOI":"10.1109\/PCS50896.2021.9477449"},{"key":"57_CR6","doi-asserted-by":"crossref","unstructured":"Viola I, Subramanyam S, Li J, Cesar P (2022) On the impact of VR assessment on the quality of experience of highly realistic digital humans. Quality and User Experience, vol\u00a07","DOI":"10.1007\/s41233-022-00050-3"},{"key":"57_CR7","doi-asserted-by":"crossref","unstructured":"Meynet G, Nehm\u00e9 Y, Digne J, Lavou\u00e9 G (2020) Pcqm: A full-reference quality metric for colored 3D point clouds. In: 2020 Twelfth international conference on quality of multimedia experience (QoMEX). IEEE, pp 1\u20136","DOI":"10.1109\/QoMEX48832.2020.9123147"},{"key":"57_CR8","doi-asserted-by":"crossref","unstructured":"Tian D, Ochimizu H, Feng C, Cohen R, Vetro A (2017) Geometric distortion metrics for point cloud compression. In: 2017 IEEE international conference on image processing (ICIP). IEEE, pp 3460\u20133464","DOI":"10.1109\/ICIP.2017.8296925"},{"key":"57_CR9","doi-asserted-by":"crossref","unstructured":"Alexiou E, Nehm\u00e9 Y, Zerman E, Viola I, Lavou\u00e9 G, Ak A, Smolic A, Callet PL, Cesar P (2022) Subjective and objective quality assessment for volumetric video. In: Valenzise G, Alain M, Zerman E, Ozcinar C (eds). Immersive video technologies, Elsevier","DOI":"10.1016\/B978-0-32-391755-1.00024-9"},{"key":"57_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2996296","volume":"14","author":"J Guo","year":"2016","unstructured":"Guo J, Vidal V, Cheng I, Basu A, Baskurt A, Lavou\u00e9 G (2016) Subjective and objective visual quality assessment of textured 3D meshes. ACM Trans Appl Percept 14:1\u201320","journal-title":"ACM Trans Appl Percept"},{"key":"57_CR11","doi-asserted-by":"crossref","unstructured":"Nehm\u00e9 Y, Dupont F, Farrugia J-P, Le\u00a0Callet P, Lavou\u00e9 G (2022) Textured mesh quality assessment: Large-scale dataset and deep learning-based quality metric. arXiv preprint arXiv:2202.02397","DOI":"10.1145\/3592786"},{"issue":"3","key":"57_CR12","doi-asserted-by":"publisher","first-page":"2202","DOI":"10.1109\/TVCG.2020.3036153","volume":"27","author":"Y Nehm\u00e9","year":"2021","unstructured":"Nehm\u00e9 Y, Dupont F, Farrugia J-P, Le Callet P, Lavou\u00e9 G (2021) Visual quality of 3D meshes with diffuse colors in virtual reality: Subjective and objective evaluation. IEEE Trans Visual Comput Graphics 27(3):2202\u20132219","journal-title":"IEEE Trans Visual Comput Graphics"},{"key":"57_CR13","doi-asserted-by":"publisher","DOI":"10.1017\/ATSIP.2019.20","volume":"8","author":"E Alexiou","year":"2019","unstructured":"Alexiou E, Viola I, Borges TM, Fonseca TA, de Queiroz RL, Ebrahimi T (2019) A comprehensive study of the rate-distortion performance in MPEG point cloud compression. APSIPA Trans Signal Inf Process 8:e27","journal-title":"APSIPA Trans Signal Inf Process"},{"key":"57_CR14","doi-asserted-by":"crossref","unstructured":"Perry S, Cong HP, da Silva Cruz LA, Prazeres J, Pereira M, Pinheiro A, Dumic E, Alexiou E, Ebrahimi T (2020) Quality evaluation of static point clouds encoded using MPEG codecs. IN: 2020 IEEE International Conference on Image Processing (ICIP), pp 3428\u20133432","DOI":"10.1109\/ICIP40778.2020.9191308"},{"key":"57_CR15","doi-asserted-by":"crossref","unstructured":"Su H, Duanmu Z, Liu W, Liu Q, Wang Z (2019) Perceptual quality assessment of 3D point clouds. In: IEEE international conference on image processing (ICIP), pp 3182\u20133186","DOI":"10.1109\/ICIP.2019.8803298"},{"key":"57_CR16","doi-asserted-by":"crossref","unstructured":"Yang Q, Chen H, Ma Z, Xu Y, Tang R, Sun J (2020) Predicting the perceptual quality of point cloud: A 3D-to-2D projection-based exploration. In: IEEE Transactions on Multimedia 1","DOI":"10.1109\/TMM.2020.3033117"},{"key":"57_CR17","doi-asserted-by":"crossref","unstructured":"Viola I, Subramanyam S, Cesar P (2020) A color-based objective quality metric for point cloud contents. In: Twelfth international conference on quality of multimedia experience (QoMEX), pp 1\u20136","DOI":"10.1109\/QoMEX48832.2020.9123089"},{"key":"57_CR18","doi-asserted-by":"crossref","unstructured":"Alexiou E, Ebrahimi T (2020) Towards a point cloud structural similarity metric. In: IEEE international conference on multimedia expo workshops (ICMEW), pp 1\u20136","DOI":"10.1109\/ICMEW46912.2020.9106005"},{"key":"57_CR19","unstructured":"Yang Q, Ma Z, Xu Y, Li Z, Sun J (2020) Inferring point cloud quality via graph similarity. In: IEEE transactions on pattern analysis and machine intelligence 1"},{"key":"57_CR20","doi-asserted-by":"crossref","unstructured":"Liu Q, Yuan H, Su H, Liu H, Wang Y, Yang H, Hou J (2021) PQA-Net: Deep no reference point cloud quality assessment via multi-view projection. In: IEEE transactions on circuits and systems for video technology 1","DOI":"10.1109\/TCSVT.2021.3100282"},{"key":"57_CR21","unstructured":"Alexiou E, Viola I, Cesar P (2021) PointPCA: Point cloud objective quality assessment using PCA-based descriptors. Available: https:\/\/arxiv.org\/abs\/2111.12663"},{"key":"57_CR22","first-page":"1230","volume-title":"MS-GraphSIM: Inferring Point Cloud Quality via Multiscale Graph Similarity","author":"Y Zhang","year":"2021","unstructured":"Zhang Y, Yang Q, Xu Y (2021) MS-GraphSIM: Inferring Point Cloud Quality via Multiscale Graph Similarity. Association for Computing Machinery, New York, pp 1230\u20131238"},{"key":"57_CR23","doi-asserted-by":"publisher","first-page":"1150","DOI":"10.1109\/LSP.2021.3088059","volume":"28","author":"R Diniz","year":"2021","unstructured":"Diniz R, Freitas PG, Farias MCQ (2021) Color and geometry texture descriptors for point-cloud quality assessment. IEEE Signal Process Lett 28:1150\u20131154","journal-title":"IEEE Signal Process Lett"},{"issue":"9","key":"57_CR24","first-page":"257","volume":"2021","author":"M Quach","year":"2021","unstructured":"Quach M, Chetouani A, Valenzise G, Dufaux F (2021) A deep perceptual metric for 3D point clouds. Electron Imag 2021(9):257","journal-title":"Electron Imag"},{"issue":"3","key":"57_CR25","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1145\/353981.353995","volume":"19","author":"P Lindstrom","year":"2000","unstructured":"Lindstrom P, Turk G (2000) Image-driven simplification. ACM Trans Graph 19(3):204\u2013241. https:\/\/doi.org\/10.1145\/353981.353995","journal-title":"ACM Trans Graph"},{"key":"57_CR26","doi-asserted-by":"publisher","unstructured":"Larkin M, O\u2019Sullivan C (2011) Perception of simplification artifacts for animated characters. In: Proceedings of the ACM SIGGRAPH symposium on applied perception in graphics and visualization, ser. APGV \u201911. New York, NY, USA: Association for Computing Machinery, p. 93-100. Available: https:\/\/doi.org\/10.1145\/2077451.2077469","DOI":"10.1145\/2077451.2077469"},{"issue":"8","key":"57_CR27","doi-asserted-by":"publisher","first-page":"1987","DOI":"10.1109\/TVCG.2015.2480079","volume":"22","author":"G Lavou\u00e9","year":"2016","unstructured":"Lavou\u00e9 G, Larabi C, Mohamed V\u00e1\u0161a L (2016) On the efficiency of image metrics for evaluating the visual quality of 3D models. IEEE Trans Vis Comput Graph 22(8):1987\u20131999","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"4","key":"57_CR28","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13(4):600\u2013612","journal-title":"IEEE Trans Image Process"},{"key":"57_CR29","doi-asserted-by":"crossref","unstructured":"Zerman E, Ozcinar C, Gao P, Smolic A (2020) Textured mesh vs coloured point cloud: A subjective study for volumetric video compression. In: 12th international conference on quality of multimedia experience (QoMEX)","DOI":"10.1109\/QoMEX48832.2020.9123137"},{"key":"57_CR30","first-page":"171","volume":"8","author":"K Cao","year":"2020","unstructured":"Cao K, Xu Y, Cosman P (2020) Visual quality of compressed mesh and point cloud sequences. IEEE Access 8:171\u2013203","journal-title":"IEEE Access"},{"issue":"1","key":"57_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3427931","volume":"18","author":"Y Nehm\u00e9","year":"2020","unstructured":"Nehm\u00e9 Y, Farrugia J-P, Dupont F, Callet PL, Lavou\u00e9 G (2020) Comparison of subjective methods for quality assessment of 3D graphics in virtual reality. ACM Trans Appl Percept 18(1):1\u201323","journal-title":"ACM Trans Appl Percept"},{"key":"57_CR32","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1016\/j.image.2014.12.008","volume":"31","author":"F Torkhani","year":"2015","unstructured":"Torkhani F, Wang K, Chassery JM (2015) Perceptual quality assessment of 3D dynamic meshes: subjective and objective studies. Signal Process Image Commun 31:185\u2013204","journal-title":"Signal Process Image Commun"},{"issue":"1","key":"57_CR33","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1016\/j.jneumeth.2006.11.017","volume":"162","author":"JW Peirce","year":"2007","unstructured":"Peirce JW (2007) Psychopy-psychophysics software in python. J Neurosci Methods 162(1):8\u201313","journal-title":"J Neurosci Methods"},{"key":"57_CR34","unstructured":"ITU (1999) Subjective video quality assessment methods for multimedia applications, recommendation ITU-T p.910. Int Telecommun Union"},{"key":"57_CR35","unstructured":"ITU (2012) Methodology for the subjective assessment of the quality of television pictures bt series broadcasting service. Int Telecommun Union. 13:1\u201348"},{"key":"57_CR36","doi-asserted-by":"publisher","first-page":"e13","DOI":"10.1017\/ATSIP.2020.12","volume":"9","author":"D Graziosi","year":"2020","unstructured":"Graziosi D, Nakagami O, Kuma S, Zaghetto A, Suzuki T, Tabatabai A (2020) An overview of ongoing point cloud compression standardization activities: Video-based (v-pcc) and geometry-based (g-pcc). APSIPA Trans Signal Inf Process 9:e13","journal-title":"APSIPA Trans Signal Inf Process"},{"key":"57_CR37","doi-asserted-by":"crossref","unstructured":"Cignoni P, Rocchini C, Scopigno R (1998) Metro: measuring error on simplified surfaces. In: Computer graphics forum. vol\u00a017(2). Wiley Online Library, pp 167\u2013174","DOI":"10.1111\/1467-8659.00236"},{"key":"57_CR38","unstructured":"ITU (2015) Recommendation ITU-R BT.709-6. parameter values for the HDTV standards for production and international programme exchange,\u201d International Telecommunication Union. Available: https:\/\/www.itu.int\/dms_pubrec\/itu-r\/rec\/bt\/R-REC-BT.709-6-201506-I!!PDF-E.pdf"},{"key":"57_CR39","doi-asserted-by":"crossref","unstructured":"Wang Z, Bovik A, Sheikh H, Simoncelli E (2004) Image quality assessment: From error visibility to structural similarity. In: IEEE transactions on image processing, vol.\u00a013, no.\u00a04, pp. 600\u2013612. Available: http:\/\/ieeexplore.ieee.org\/xpls\/abs_all.jsp?arnumber=1284395","DOI":"10.1109\/TIP.2003.819861"},{"issue":"2","key":"57_CR40","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1109\/TIP.2012.2216279","volume":"22","author":"I Lissner","year":"2013","unstructured":"Lissner I, Preiss J, Urban P, Lichtenauer MS, Zolliker P (2013) Image-difference prediction: from grayscale to color. IEEE Trans Image Process 22(2):435\u2013446","journal-title":"IEEE Trans Image Process"},{"issue":"3","key":"57_CR41","doi-asserted-by":"publisher","first-page":"1153","DOI":"10.1109\/TIP.2011.2163522","volume":"21","author":"I Lissner","year":"2012","unstructured":"Lissner I, Urban P (2012) Toward a unified color space for perception-based image processing. IEEE Trans Image Process 21(3):1153\u20131168","journal-title":"IEEE Trans Image Process"},{"key":"57_CR42","doi-asserted-by":"publisher","unstructured":"Krivoku\u0107a M, W\u00fcnsche BC, Abdulla W (2012) A new error metric for geometric shape distortion using depth values from orthographic projections. In: Proceedings of the 27th conference on image and vision computing New Zealand, ser. IVCNZ \u201912. New York, NY, USA: Association for Computing Machinery, p. 388-393. Available: https:\/\/doi.org\/10.1145\/2425836.2425911","DOI":"10.1145\/2425836.2425911"}],"container-title":["Quality and User Experience"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41233-023-00057-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s41233-023-00057-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41233-023-00057-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T16:08:38Z","timestamp":1744214918000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s41233-023-00057-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,6]]},"references-count":42,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["57"],"URL":"https:\/\/doi.org\/10.1007\/s41233-023-00057-4","relation":{},"ISSN":["2366-0139","2366-0147"],"issn-type":[{"value":"2366-0139","type":"print"},{"value":"2366-0147","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,6]]},"assertion":[{"value":"5 December 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 June 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"On behalf of all authors, the corresponding author states that there is no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"conflict of interest"}}],"article-number":"4"}}