{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T15:40:38Z","timestamp":1782834038249,"version":"3.54.5"},"reference-count":185,"publisher":"Association for Computing Machinery (ACM)","issue":"1","license":[{"start":{"date-parts":[[2023,3,9]],"date-time":"2023-03-09T00:00:00Z","timestamp":1678320000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Office of Sponsored Research"},{"DOI":"10.13039\/501100004052","name":"King Abdullah University of Science and Technology","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004052","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Virtual Red Sea Initiative","award":["#REP\/1\/3268-01-01"],"award-info":[{"award-number":["#REP\/1\/3268-01-01"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Interact. Intell. Syst."],"published-print":{"date-parts":[[2023,3,31]]},"abstract":"<jats:p>Image and video data analysis has become an increasingly important research area with applications in different domains such as security surveillance, healthcare, augmented and virtual reality, video and image editing, activity analysis and recognition, synthetic content generation, distance education, telepresence, remote sensing, sports analytics, art, non-photorealistic rendering, search engines, and social media. Recent advances in Artificial Intelligence (AI) and particularly deep learning have sparked new research challenges and led to significant advancements, especially in image and video analysis. These advancements have also resulted in significant research and development in other areas such as visualization and visual analytics, and have created new opportunities for future lines of research. In this survey article, we present the current state of the art at the intersection of visualization and visual analytics, and image and video data analysis. We categorize the visualization articles included in our survey based on different taxonomies used in visualization and visual analytics research. We review these articles in terms of task requirements, tools, datasets, and application areas. We also discuss insights based on our survey results, trends and patterns, the current focus of visualization research, and opportunities for future research.<\/jats:p>","DOI":"10.1145\/3576935","type":"journal-article","created":{"date-parts":[[2023,1,2]],"date-time":"2023-01-02T12:48:31Z","timestamp":1672663711000},"page":"1-41","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":73,"title":["Visualization and Visual Analytics Approaches for Image and Video Datasets: A Survey"],"prefix":"10.1145","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9712-3618","authenticated-orcid":false,"given":"Shehzad","family":"Afzal","sequence":"first","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9100-7691","authenticated-orcid":false,"given":"Sohaib","family":"Ghani","sequence":"additional","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5266-5563","authenticated-orcid":false,"given":"Mohamad Mazen","family":"Hittawe","sequence":"additional","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1551-8884","authenticated-orcid":false,"given":"Sheikh Faisal","family":"Rashid","sequence":"additional","affiliation":[{"name":"German Research Center for Artificial Intelligence (DFKI), Berlin, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0973-1112","authenticated-orcid":false,"given":"Omar M.","family":"Knio","sequence":"additional","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1239-4871","authenticated-orcid":false,"given":"Markus","family":"Hadwiger","sequence":"additional","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3751-4393","authenticated-orcid":false,"given":"Ibrahim","family":"Hoteit","sequence":"additional","affiliation":[{"name":"King Abdullah University of Science and Technology, Makkah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,3,9]]},"reference":[{"key":"e_1_3_2_2_2","unstructured":"2020. Facets: An Open Source Visualization Tool for Machine Learning Training Data. Retrieved September 17 2020 from https:\/\/github.com\/pair-code\/facets."},{"key":"e_1_3_2_3_2","unstructured":"2020. TensorFlow Lucid. Retrieved September 17 2020 from https:\/\/github.com\/tensorflow\/lucid."},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934656"},{"key":"e_1_3_2_5_2","unstructured":"Mart\u00edn Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Man\u00e9 Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Vi\u00e9gas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. Retrieved from https:\/\/www.tensorflow.org\/. Software available from tensorflow.org. Accessed December 1 2022."},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13731"},{"issue":"1","key":"e_1_3_2_7_2","doi-asserted-by":"crossref","first-page":"501","DOI":"10.1109\/TVCG.2016.2598647","article-title":"Authoring data-driven videos with dataclips","volume":"23","author":"Amini Fereshteh","year":"2016","unstructured":"Fereshteh Amini, Nathalie Henry Riche, Bongshin Lee, Andres Monroy-Hernandez, and Pourang Irani. 2016. Authoring data-driven videos with dataclips. IEEE Transactions on Visualization and Computer Graphics 23, 1 (2016), 501\u2013510.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"4","key":"e_1_3_2_8_2","doi-asserted-by":"crossref","first-page":"2280","DOI":"10.1109\/TVCG.2019.2952129","article-title":"Constructing spaces and times for tactical analysis in football","volume":"27","author":"Andrienko Gennady","year":"2019","unstructured":"Gennady Andrienko, Natalia Andrienko, Gabriel Anzer, Pascal Bauer, Guido Budziak, Georg Fuchs, Dirk Hecker, Hendrik Weber, and Stefan Wrobel. 2019. Constructing spaces and times for tactical analysis in football. IEEE Transactions on Visualization and Computer Graphics 27, 4 (2019), 2280\u20132297.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2608828"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934803"},{"key":"e_1_3_2_11_2","volume-title":"Proceedings of the International Conference on Learning Representations","author":"Bau David","year":"2019","unstructured":"David Bau, Jun-Yan Zhu, Hendrik Strobelt, Bolei Zhou, Joshua B. Tenenbaum, William T. Freeman, and Antonio Torralba. 2019. GAN dissection: Visualizing and understanding generative adversarial networks. In Proceedings of the International Conference on Learning Representations."},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598467"},{"key":"e_1_3_2_13_2","doi-asserted-by":"crossref","unstructured":"Elo\u00efse Berson Catherine Soladi\u00e9 and Nicolas Stoiber. 2020. Intuitive facial animation editing based on a generative RNN framework. 39 8 (2020) 241\u2013251.","DOI":"10.1111\/cgf.14117"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2889834"},{"issue":"3","key":"e_1_3_2_15_2","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1109\/TVCG.2007.1001","article-title":"Comparison of four freely available frameworks for image processing and visualization that use ITK","volume":"13","author":"Bitter Ingmar","year":"2007","unstructured":"Ingmar Bitter, Robert Van Uitert, Ivo Wolf, Luis Ibanez, and Jan-Martin Kuhnigk. 2007. Comparison of four freely available frameworks for image processing and visualization that use ITK. IEEE Transactions on Visualization and Computer Graphics 13, 3 (2007), 483\u2013493.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_16_2","volume-title":"Bokeh: Python Library for Interactive Visualization","author":"Team Bokeh Development","year":"2020","unstructured":"Bokeh Development Team. 2020. Bokeh: Python Library for Interactive Visualization. Retrieved from https:\/\/bokeh.org\/. Accessed December 1, 2022."},{"issue":"1","key":"e_1_3_2_17_2","doi-asserted-by":"crossref","first-page":"1018","DOI":"10.1109\/TVCG.2018.2864852","article-title":"Visualization of neuronal structures in wide-field microscopy brain images","volume":"25","author":"Boorboor Saeed","year":"2018","unstructured":"Saeed Boorboor, Shreeraj Jadhav, Mala Ananth, David Talmage, Lorna Role, and Arie Kaufman. 2018. Visualization of neuronal structures in wide-field microscopy brain images. IEEE Transactions on Visualization and Computer Graphics 25, 1 (2018), 1018\u20131028.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"11","key":"e_1_3_2_18_2","doi-asserted-by":"crossref","first-page":"1993","DOI":"10.1109\/TCSVT.2013.2270402","article-title":"Video-based human behavior understanding: A survey","volume":"23","author":"Borges Paulo Vinicius Koerich","year":"2013","unstructured":"Paulo Vinicius Koerich Borges, Nicola Conci, and Andrea Cavallaro. 2013. Video-based human behavior understanding: A survey. IEEE Transactions on Circuits and Systems for Video Technology 23, 11 (2013), 1993\u20132008.","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"e_1_3_2_19_2","volume-title":"Proceedings of the Eurographics 2011 - State of the Art Reports.","author":"Borgo Rita","year":"2011","unstructured":"Rita Borgo, Min Chen, Ben Daubney, Edward Grundy, Gunther Heidemann, Benjamin H\u00f6ferlin, Markus H\u00f6ferlin, Heike J\u00e4nicke, Daniel Weiskopf, and Xianghua Xie. 2011. A survey on video-based graphics and video visualization. In Proceedings of the Eurographics 2011 - State of the Art Reports.N. John and B. Wyvill (Eds.), The Eurographics Association. DOI:10.2312\/EG2011\/stars\/001-023"},{"key":"e_1_3_2_20_2","first-page":"2450","volume-title":"Proceedings of the Computer Graphics Forum","author":"Borgo Rita","year":"2012","unstructured":"Rita Borgo, Min Chen, Ben Daubney, Edward Grundy, Gunther Heidemann, Benjamin H\u00f6ferlin, Markus H\u00f6ferlin, Heike Leitte, Daniel Weiskopf, and Xianghua Xie. 2012. State of the art report on video-based graphics and video visualization. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 2450\u20132477."},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2705184"},{"key":"e_1_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.40"},{"issue":"11","key":"e_1_3_2_23_2","doi-asserted-by":"crossref","first-page":"1956","DOI":"10.1109\/TVCG.2012.77","article-title":"Toward visualization for games: Theory, design space, and patterns","volume":"18","author":"Bowman Brian","year":"2012","unstructured":"Brian Bowman, Niklas Elmqvist, and T. J. Jankun-Kelly. 2012. Toward visualization for games: Theory, design space, and patterns. IEEE Transactions on Visualization and Computer Graphics 18, 11 (2012), 1956\u20131968.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"1","key":"e_1_3_2_24_2","doi-asserted-by":"crossref","first-page":"511","DOI":"10.1109\/TVCG.2016.2598876","article-title":"Temporal summary images: An approach to narrative visualization via interactive annotation generation and placement","volume":"23","author":"Bryan Chris","year":"2016","unstructured":"Chris Bryan, Kwan-Liu Ma, and Jonathan Woodring. 2016. Temporal summary images: An approach to narrative visualization via interactive annotation generation and placement. IEEE Transactions on Visualization and Computer Graphics 23, 1 (2016), 511\u2013520.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934280"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2505305"},{"key":"e_1_3_2_27_2","article-title":"Viseq: Visual analytics of learning sequence in massive open online courses","author":"Chen Qing","year":"2020","unstructured":"Qing Chen, Xuanwu Yue, Xavier Plantaz, Yuanzhe Chen, Conglei Shi, Ting-Chuen Pong, and Huamin Qu. 2020. Viseq: Visual analytics of learning sequence in massive open online courses. IEEE Transactions on Visualization and Computer Graphics 26, 3 (2020), 1622\u20131636.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2871190"},{"issue":"4","key":"e_1_3_2_29_2","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1109\/MCG.2018.042731661","article-title":"Visual analytics for explainable deep learning","volume":"38","author":"Choo J.","year":"2018","unstructured":"J. Choo and S. Liu. 2018. Visual analytics for explainable deep learning. IEEE Computer Graphics and Applications 38, 4 (2018), 84\u201392.","journal-title":"IEEE Computer Graphics and Applications"},{"key":"e_1_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1177\/1473871613511959"},{"key":"e_1_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2015.25"},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00791-014-0216-9"},{"key":"e_1_3_2_33_2","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. Vittorio Scarano, Rosario De Chiara, and Ugo Erra (Eds.), The Eurographics Association. DOI:10.2312\/LocalChapterEvents\/ItalChap\/ItalianChapConf2008\/129-136"},{"key":"e_1_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.2990336"},{"issue":"1","key":"e_1_3_2_35_2","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1109\/MCG.2017.377152546","article-title":"ARIES: Enabling visual exploration and organization of art image collections","volume":"38","author":"Crissaff Lhaylla","year":"2017","unstructured":"Lhaylla Crissaff, Louisa Wood Ruby, Samantha Deutch, R. Luke DuBois, Jean-Daniel Fekete, Juliana Freire, and Claudio Silva. 2017. ARIES: Enabling visual exploration and organization of art image collections. IEEE Computer Graphics and Applications 38, 1 (2017), 91\u2013108.","journal-title":"IEEE Computer Graphics and Applications"},{"issue":"1","key":"e_1_3_2_36_2","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1109\/TVCG.2013.86","article-title":"Text readability in head-worn displays: Color and style optimization in video versus optical see-through devices","volume":"20","author":"Debernardis Saverio","year":"2013","unstructured":"Saverio Debernardis, Michele Fiorentino, Michele Gattullo, Giuseppe Monno, and Antonio Emmanuele Uva. 2013. Text readability in head-worn displays: Color and style optimization in video versus optical see-through devices. IEEE Transactions on Visualization and Computer Graphics 20, 1 (2013), 125\u2013139.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_37_2","first-page":"1","volume-title":"Proceedings of the 2016 Online International Conference on Green Engineering and Technologies","author":"Dhamsania Chandni J.","year":"2016","unstructured":"Chandni J. Dhamsania and Tushar V. Ratanpara. 2016. A survey on human action recognition from videos. In Proceedings of the 2016 Online International Conference on Green Engineering and Technologies. IEEE, 1\u20135."},{"key":"e_1_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2947037"},{"key":"e_1_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1145\/3185517"},{"key":"e_1_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.265"},{"key":"e_1_3_2_41_2","first-page":"458","volume-title":"Proceedings of the Computer Graphics Forum","author":"Endert Alex","year":"2017","unstructured":"Alex Endert, William Ribarsky, Cagatay Turkay, B. L. William Wong, Ian Nabney, I. D\u00edaz Blanco, and Fabrice Rossi. 2017. The state of the art in integrating machine learning into visual analytics. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 458\u2013486."},{"key":"e_1_3_2_42_2","article-title":"VisTA: Integrating machine intelligence with visualization to support the investigation of think-aloud sessions","author":"Fan Mingming","year":"2019","unstructured":"Mingming Fan, Ke Wu, Jian Zhao, Yue Li, Winter Wei, and Khai N. Truong. 2019. VisTA: Integrating machine intelligence with visualization to support the investigation of think-aloud sessions. IEEE Transactions on Visualization and Computer Graphics 26, 1 (2019), 343\u2013352.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_43_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.317"},{"key":"e_1_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030351"},{"key":"e_1_3_2_45_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3109460"},{"key":"e_1_3_2_46_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2889297"},{"issue":"1","key":"e_1_3_2_47_2","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1109\/TVCG.2016.2598463","article-title":"AnaFe: Visual analytics of image-derived temporal features-focusing on the spleen","volume":"23","author":"Gutenko Ievgeniia","year":"2016","unstructured":"Ievgeniia Gutenko, Konstantin Dmitriev, Arie E. Kaufman, and Matthew A. Barish. 2016. AnaFe: Visual analytics of image-derived temporal features-focusing on the spleen. IEEE Transactions on Visualization and Computer Graphics 23, 1 (2016), 171\u2013180.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.32"},{"key":"e_1_3_2_49_2","doi-asserted-by":"publisher","DOI":"10.1145\/2366145.2366152"},{"key":"e_1_3_2_50_2","first-page":"119","volume-title":"Proceedings of the Computer Graphics Forum","author":"Halter Gaudenz","year":"2019","unstructured":"Gaudenz Halter, Rafael Ballester-Ripoll, Barbara Flueckiger, and Renato Pajarola. 2019. VIAN: A visual annotation tool for film analysis. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 119\u2013129."},{"key":"e_1_3_2_51_2","doi-asserted-by":"crossref","first-page":"867","DOI":"10.1007\/978-3-319-27857-5_77","volume-title":"Proceedings of the Advances in Visual Computing","author":"Harley Adam W.","year":"2015","unstructured":"Adam W. Harley. 2015. An interactive node-link visualization of convolutional neural networks. In Proceedings of the Advances in Visual Computing. George Bebis, Richard Boyle, Bahram Parvin, Darko Koracin, Ioannis Pavlidis, Rogerio Feris, Tim McGraw, Mark Elendt, Regis Kopper, Eric Ragan, Zhao Ye, and Gunther Weber (Eds.), Springer International Publishing, Cham, 867\u2013877."},{"key":"e_1_3_2_52_2","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1109\/VAST.2018.8802383","volume-title":"Proceedings of the 2018 IEEE Conference on Visual Analytics Science and Technology","author":"He H.","year":"2018","unstructured":"H. He, O. Zheng, and B. Dong. 2018. VUSphere: Visual analysis of video utilization in online distance education. In Proceedings of the 2018 IEEE Conference on Visual Analytics Science and Technology. 25\u201335. DOI:10.1109\/VAST.2018.8802383"},{"key":"e_1_3_2_53_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2298016"},{"key":"e_1_3_2_54_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467198"},{"issue":"8","key":"e_1_3_2_55_2","doi-asserted-by":"crossref","first-page":"2674","DOI":"10.1109\/TVCG.2018.2843369","article-title":"Visual analytics in deep learning: An interrogative survey for the next frontiers","volume":"25","author":"Hohman F.","year":"2019","unstructured":"F. Hohman, M. Kahng, R. Pienta, and D. H. Chau. 2019. Visual analytics in deep learning: An interrogative survey for the next frontiers. IEEE Transactions on Visualization and Computer Graphics 25, 8 (2019), 2674\u20132693.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_56_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030384"},{"key":"e_1_3_2_57_2","doi-asserted-by":"publisher","DOI":"10.1109\/MCSE.2007.55"},{"key":"e_1_3_2_58_2","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1109\/VAST.2012.6400492","volume-title":"Proceedings of the 2012 IEEE Conference on Visual Analytics Science and Technology","author":"H\u00f6ferlin B.","year":"2012","unstructured":"B. H\u00f6ferlin, R. Netzel, M. H\u00f6ferlin, D. Weiskopf, and G. Heidemann. 2012. Inter-active learning of ad-hoc classifiers for video visual analytics. In Proceedings of the 2012 IEEE Conference on Visual Analytics Science and Technology. 23\u201332. DOI:10.1109\/VAST.2012.6400492"},{"key":"e_1_3_2_59_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.222"},{"key":"e_1_3_2_60_2","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1109\/VAST.2012.6400539","volume-title":"Proceedings of the 2012 IEEE Conference on Visual Analytics Science and Technology","author":"Itoh M.","year":"2012","unstructured":"M. Itoh, M. Toyoda, T. Kamijo, and M. Kitsuregawa. 2012. Visualizing flows of images in social media. In Proceedings of the 2012 IEEE Conference on Visual Analytics Science and Technology. 229\u2013230. DOI:10.1109\/VAST.2012.6400539"},{"issue":"1","key":"e_1_3_2_61_2","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1109\/TVCG.2015.2468292","article-title":"Motionflow: Visual abstraction and aggregation of sequential patterns in human motion tracking data","volume":"22","author":"Jang Sujin","year":"2015","unstructured":"Sujin Jang, Niklas Elmqvist, and Karthik Ramani. 2015. Motionflow: Visual abstraction and aggregation of sequential patterns in human motion tracking data. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2015), 21\u201330.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_62_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.25"},{"issue":"1","key":"e_1_3_2_63_2","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1109\/TVCG.2017.2744718","article-title":"ActiVis: Visual exploration of industry-scale deep neural network models","volume":"24","author":"Kahng M.","year":"2018","unstructured":"M. Kahng, P. Y. Andrews, A. Kalro, and D. H. Chau. 2018. ActiVis: Visual exploration of industry-scale deep neural network models. IEEE Transactions on Visualization and Computer Graphics 24, 1 (2018), 88\u201397.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"7","key":"e_1_3_2_64_2","doi-asserted-by":"crossref","first-page":"881","DOI":"10.1109\/TPAMI.2002.1017616","article-title":"An efficient k-means clustering algorithm: Analysis and implementation","volume":"24","author":"Kanungo Tapas","year":"2002","unstructured":"Tapas Kanungo, David M. Mount, Nathan S. Netanyahu, Christine D. Piatko, Ruth Silverman, and Angela Y. Wu. 2002. An efficient k-means clustering algorithm: Analysis and implementation. IEEE Transactions on Pattern Analysis and Machine Intelligence 24, 7 (2002), 881\u2013892.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"1","key":"e_1_3_2_65_2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/2945.981847","article-title":"Information visualization and visual data mining","volume":"8","author":"Keim Daniel","year":"2002","unstructured":"Daniel Keim. 2002. Information visualization and visual data mining. IEEE Transactions on Visualization and Computer Graphics 8, 1 (2002), 1\u20138.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_66_2","first-page":"1","volume-title":"Proceedings of the 2018 International Conference on Research in Intelligent and Computing in Engineering","author":"Khurana Rajat","year":"2018","unstructured":"Rajat Khurana and Alok KumarSingh Kushwaha. 2018. A deep survey on human activity recognition in video surveillance. In Proceedings of the 2018 International Conference on Research in Intelligent and Computing in Engineering. IEEE, 1\u20135."},{"issue":"1","key":"e_1_3_2_67_2","doi-asserted-by":"crossref","first-page":"867","DOI":"10.1109\/TVCG.2015.2467449","article-title":"Diderot: A domain-specific language for portable parallel scientific visualization and image analysis","volume":"22","author":"Kindlmann Gordon","year":"2015","unstructured":"Gordon Kindlmann, Charisee Chiw, Nicholas Seltzer, Lamont Samuels, and John Reppy. 2015. Diderot: A domain-specific language for portable parallel scientific visualization and image analysis. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2015), 867\u2013876.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_68_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346591"},{"issue":"3","key":"e_1_3_2_69_2","doi-asserted-by":"crossref","first-page":"599","DOI":"10.1111\/cgf.12931","article-title":"A survey on visual analysis approaches for financial data","volume":"35","author":"Ko S.","year":"2016","unstructured":"S. Ko, I. Cho, S. Afzal, C. Yau, J. Chae, A. Malik, K. Beck, Y. Jang, W. Ribarsky, and D. S. Ebert. 2016. A survey on visual analysis approaches for financial data. Computer Graphics Forum 35, 3 (2016), 599\u2013617.","journal-title":"Computer Graphics Forum"},{"key":"e_1_3_2_70_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934547"},{"issue":"1","key":"e_1_3_2_71_2","doi-asserted-by":"crossref","first-page":"1005","DOI":"10.1109\/TVCG.2015.2468091","article-title":"Gaze stripes: Image-based visualization of eye tracking data","volume":"22","author":"Kurzhals Kuno","year":"2015","unstructured":"Kuno Kurzhals, Marcel Hlawatsch, Florian Heimerl, Michael Burch, Thomas Ertl, and Daniel Weiskopf. 2015. Gaze stripes: Image-based visualization of eye tracking data. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2015), 1005\u20131014.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_72_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.160"},{"key":"e_1_3_2_73_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2750671"},{"key":"e_1_3_2_74_2","first-page":"6771","volume-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","author":"Lan Shuyue","year":"2018","unstructured":"Shuyue Lan, Rameswar Panda, Qi Zhu, and Amit K. Roy-Chowdhury. 2018. FFNet: Video fast-forwarding via reinforcement learning. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 6771\u20136780."},{"key":"e_1_3_2_75_2","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"e_1_3_2_76_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.207"},{"key":"e_1_3_2_77_2","doi-asserted-by":"publisher","DOI":"10.21105\/joss.00747"},{"key":"e_1_3_2_78_2","doi-asserted-by":"crossref","first-page":"37023","DOI":"10.1109\/ACCESS.2018.2851451","article-title":"State of the art: Eye-tracking studies in medical imaging","volume":"6","author":"L\u00e9v\u00eaque Lucie","year":"2018","unstructured":"Lucie L\u00e9v\u00eaque, Hilde Bosmans, Lesley Cockmartin, and Hantao Liu. 2018. State of the art: Eye-tracking studies in medical imaging. IEEE Access 6 (2018), 37023\u201337034.","journal-title":"IEEE Access"},{"key":"e_1_3_2_79_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.302"},{"key":"e_1_3_2_80_2","article-title":"Visual to text: Survey of image and video captioning","author":"Li Sheng","year":"2019","unstructured":"Sheng Li, Zhiqiang Tao, Kang Li, and Yun Fu. 2019. Visual to text: Survey of image and video captioning. IEEE Transactions on Emerging Topics in Computational Intelligence 3, 4 (2019), 297\u2013312.","journal-title":"IEEE Transactions on Emerging Topics in Computational Intelligence"},{"key":"e_1_3_2_81_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3049419"},{"key":"e_1_3_2_82_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.114"},{"issue":"7","key":"e_1_3_2_83_2","doi-asserted-by":"crossref","first-page":"860","DOI":"10.1109\/TVCG.2015.2396063","article-title":"SI-Cut: Structural inconsistency analysis for image foreground extraction","volume":"21","author":"Lin I-Chen","year":"2015","unstructured":"I-Chen Lin, Yu-Chien Lan, and Po-Wen Cheng. 2015. SI-Cut: Structural inconsistency analysis for image foreground extraction. IEEE Transactions on Visualization and Computer Graphics 21, 7 (2015), 860\u2013872.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_84_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.75"},{"issue":"3","key":"e_1_3_2_85_2","doi-asserted-by":"crossref","first-page":"1222","DOI":"10.1109\/TII.2013.2255616","article-title":"Intelligent video systems and analytics: A survey","volume":"9","author":"Liu Honghai","year":"2013","unstructured":"Honghai Liu, Shengyong Chen, and Naoyuki Kubota. 2013. Intelligent video systems and analytics: A survey. IEEE Transactions on Industrial Informatics 9, 3 (2013), 1222\u20131233.","journal-title":"IEEE Transactions on Industrial Informatics"},{"key":"e_1_3_2_86_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2017.01.006"},{"key":"e_1_3_2_87_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2009.88"},{"issue":"2","key":"e_1_3_2_88_2","doi-asserted-by":"crossref","first-page":"1347","DOI":"10.1109\/TVCG.2018.2796557","article-title":"Animation plans for before-and-after satellite images","volume":"25","author":"Lobo Mar\u00eda-Jes\u00fas","year":"2018","unstructured":"Mar\u00eda-Jes\u00fas Lobo, Caroline Appert, and Emmanuel Pietriga. 2018. Animation plans for before-and-after satellite images. IEEE Transactions on Visualization and Computer Graphics 25, 2 (2018), 1347\u20131360.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_89_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2700470"},{"key":"e_1_3_2_90_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.145"},{"key":"e_1_3_2_91_2","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13210"},{"key":"e_1_3_2_92_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.2980227"},{"key":"e_1_3_2_93_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3028888"},{"key":"e_1_3_2_94_2","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1007\/978-3-030-01388-2_2","volume-title":"Immersive Analytics: Time to Reconsider the Value of 3D for Information Visualisation","author":"Marriott Kim","year":"2018","unstructured":"Kim Marriott, Jian Chen, Marcel Hlawatsch, Takayuki Itoh, Miguel A. Nacenta, Guido Reina, and Wolfgang Stuerzlinger. 2018. Immersive Analytics: Time to Reconsider the Value of 3D for Information Visualisation. Springer International Publishing, Cham, 25\u201355."},{"key":"e_1_3_2_95_2","doi-asserted-by":"publisher","DOI":"10.21105\/joss.00861"},{"key":"e_1_3_2_96_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.168"},{"key":"e_1_3_2_97_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2734425"},{"key":"e_1_3_2_98_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3134083"},{"key":"e_1_3_2_99_2","doi-asserted-by":"publisher","DOI":"10.1145\/3387166"},{"key":"e_1_3_2_100_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2007.04.002"},{"key":"e_1_3_2_101_2","volume-title":"Visualization Analysis and Design","author":"Munzner T.","year":"2015","unstructured":"T. Munzner. 2015. Visualization Analysis and Design. CRC Press."},{"key":"e_1_3_2_102_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346578"},{"key":"e_1_3_2_103_2","first-page":"389","volume-title":"Proceedings of the 2016 International Conference on Global Trends in Signal Processing, Information Computing and Communication","author":"Nemade Neeta A.","year":"2016","unstructured":"Neeta A. Nemade and V. V. Gohokar. 2016. A survey of video datasets for crowd density estimation. In Proceedings of the 2016 International Conference on Global Trends in Signal Processing, Information Computing and Communication. IEEE, 389\u2013395."},{"key":"e_1_3_2_104_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030415"},{"key":"e_1_3_2_105_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.176"},{"key":"e_1_3_2_106_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.51"},{"key":"e_1_3_2_107_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2793560"},{"key":"e_1_3_2_108_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2948611"},{"key":"e_1_3_2_109_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2953026"},{"key":"e_1_3_2_110_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.208"},{"key":"e_1_3_2_111_2","unstructured":"Ripon Patgiri. 2018. A taxonomy on big data: Survey. arXiv:1808.08474. Retrieved from https:\/\/arxiv.org\/abs\/1808.08474."},{"key":"e_1_3_2_112_2","first-page":"43","volume-title":"Proceedings of the 2016 6th International Symposium on Embedded Computing and System Design","author":"Patil N.","year":"2016","unstructured":"N. Patil and Prabir Kumar Biswas. 2016. A survey of video datasets for anomaly detection in automated surveillance. In Proceedings of the 2016 6th International Symposium on Embedded Computing and System Design. IEEE, 43\u201348."},{"issue":"12","key":"e_1_3_2_113_2","doi-asserted-by":"crossref","first-page":"2506","DOI":"10.1109\/TVCG.2013.192","article-title":"SoccerStories: A kick-off for visual soccer analysis","volume":"19","author":"Perin Charles","year":"2013","unstructured":"Charles Perin, Romain Vuillemot, and Jean-Daniel Fekete. 2013. SoccerStories: A kick-off for visual soccer analysis. IEEE Transactions on Visualization and Computer Graphics 19, 12 (2013), 2506\u20132515.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_114_2","first-page":"663","volume-title":"Proceedings of the Computer Graphics Forum","author":"Perin Charles","year":"2018","unstructured":"Charles Perin, Romain Vuillemot, Charles D. Stolper, John T. Stasko, Jo Wood, and Sheelagh Carpendale. 2018. State of the art of sports data visualization. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 663\u2013686."},{"key":"e_1_3_2_115_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.263"},{"key":"e_1_3_2_116_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2734598"},{"issue":"1","key":"e_1_3_2_117_2","doi-asserted-by":"crossref","first-page":"637","DOI":"10.1109\/TVCG.2017.2744320","article-title":"Extracting and retargeting color mappings from bitmap images of visualizations","volume":"24","author":"Poco Jorge","year":"2017","unstructured":"Jorge Poco, Angela Mayhua, and Jeffrey Heer. 2017. Extracting and retargeting color mappings from bitmap images of visualizations. IEEE Transactions on Visualization and Computer Graphics 24, 1 (2017), 637\u2013646.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_118_2","article-title":"CourtTime: Generating actionable insights into tennis matches using visual analytics","author":"Polk Tom","year":"2019","unstructured":"Tom Polk, Dominik J\u00e4ckle, Johannes H\u00e4u\u00dfler, and Jing Yang. 2019. CourtTime: Generating actionable insights into tennis matches using visual analytics. IEEE Transactions on Visualization and Computer Graphics 26, 1 (2019), 397\u2013406.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"12","key":"e_1_3_2_119_2","doi-asserted-by":"crossref","first-page":"2339","DOI":"10.1109\/TVCG.2014.2346445","article-title":"Tennivis: Visualization for tennis match analysis","volume":"20","author":"Polk Tom","year":"2014","unstructured":"Tom Polk, Jing Yang, Yueqi Hu, and Ye Zhao. 2014. Tennivis: Visualization for tennis match analysis. IEEE Transactions on Visualization and Computer Graphics 20, 12 (2014), 2339\u20132348.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_120_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.253"},{"key":"e_1_3_2_121_2","first-page":"7471","volume-title":"Proceedings of the 2019 IEEE\/CVF Conference on Computer Vision and Pattern Recognition","author":"Qin Xuebin","year":"2019","unstructured":"Xuebin Qin, Zichen Zhang, Chenyang Huang, Chao Gao, Masood Dehghan, and Martin Jagersand. 2019. BASNet: Boundary-aware salient object detection. In Proceedings of the 2019 IEEE\/CVF Conference on Computer Vision and Pattern Recognition. 7471\u20137481. DOI:10.1109\/CVPR.2019.00766"},{"key":"e_1_3_2_122_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2657178"},{"key":"e_1_3_2_123_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.185"},{"issue":"1","key":"e_1_3_2_124_2","doi-asserted-by":"crossref","first-page":"1025","DOI":"10.1109\/TVCG.2017.2744479","article-title":"BASTet: Shareable and reproducible analysis and visualization of mass spectrometry imaging data via OpenMSI","volume":"24","author":"R\u00fcbel Oliver","year":"2017","unstructured":"Oliver R\u00fcbel and Benjamin P. Bowen. 2017. BASTet: Shareable and reproducible analysis and visualization of mass spectrometry imaging data via OpenMSI. IEEE Transactions on Visualization and Computer Graphics 24, 1 (2017), 1025\u20131035.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_125_2","doi-asserted-by":"crossref","unstructured":"Dominik Sacha Michael Sedlmair Leishi Zhang John Aldo Lee Daniel Weiskopf Stephen North and Daniel Keim. 2016. Human-centered machine learning through interactive visualization. European Symposium on Artificial Neural Networks ESANN.","DOI":"10.1016\/j.neucom.2017.01.105"},{"key":"e_1_3_2_126_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346481"},{"key":"e_1_3_2_127_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598495"},{"issue":"27","key":"e_1_3_2_128_2","doi-asserted-by":"crossref","first-page":"15403","DOI":"10.1073\/pnas.1916012117","article-title":"A tractable latent variable model for nonlinear dimensionality reduction","volume":"117","author":"Saul Lawrence K.","year":"2020","unstructured":"Lawrence K. Saul. 2020. A tractable latent variable model for nonlinear dimensionality reduction. Proceedings of the National Academy of Sciences 117, 27 (2020), 15403\u201315408.","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"e_1_3_2_129_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.213"},{"key":"e_1_3_2_130_2","volume-title":"The Visualization Toolkit: An Object-oriented Approach to 3D Graphics","author":"Schroeder Will J.","year":"2006","unstructured":"Will J. Schroeder, Bill Lorensen, and Ken Martin. 2006. The Visualization Toolkit: An Object-oriented Approach to 3D Graphics. Kitware."},{"key":"e_1_3_2_131_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.181"},{"key":"e_1_3_2_132_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3134814"},{"key":"e_1_3_2_133_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-54024-5_6"},{"key":"e_1_3_2_134_2","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1145\/2630099.2630101","volume-title":"Proceedings of the Workshop on Computational Aesthetics","author":"Semmo Amir","year":"2014","unstructured":"Amir Semmo and J\u00fcrgen D\u00f6llner. 2014. Image filtering for interactive level-of-abstraction visualization of 3D scenes. In Proceedings of the Workshop on Computational Aesthetics. 5\u201314."},{"key":"e_1_3_2_135_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2898757"},{"key":"e_1_3_2_136_2","first-page":"159","volume-title":"Proceedings of the IEEE Pacific Visualization Symposium","author":"Shi Conglei","year":"2015","unstructured":"Conglei Shi, Siwei Fu, Qing Chen, and Huamin Qu. 2015. VisMOOC: Visualizing video clickstream data from massive open online courses. In Proceedings of the IEEE Pacific Visualization Symposium. IEEE, 159\u2013166."},{"key":"e_1_3_2_137_2","first-page":"495","volume-title":"Proceedings of the Computer Graphics Forum","author":"Shi Danqing","year":"2021","unstructured":"Danqing Shi, Fuling Sun, Xinyue Xu, Xingyu Lan, David Gotz, and Nan Cao. 2021. AutoClips: An automatic approach to video generation from data facts. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 495\u2013505."},{"issue":"5","key":"e_1_3_2_138_2","doi-asserted-by":"crossref","first-page":"1212","DOI":"10.1109\/TCSVT.2017.2655624","article-title":"A survey of content-aware video analysis for sports","volume":"28","author":"Shih Huang-Chia","year":"2017","unstructured":"Huang-Chia Shih. 2017. A survey of content-aware video analysis for sports. IEEE Transactions on Circuits and Systems for Video Technology 28, 5 (2017), 1212\u20131231.","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"e_1_3_2_139_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030396"},{"key":"e_1_3_2_140_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030336"},{"key":"e_1_3_2_141_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2931299"},{"key":"e_1_3_2_142_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598796"},{"key":"e_1_3_2_143_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745181"},{"key":"e_1_3_2_144_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2377753"},{"key":"e_1_3_2_145_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865044"},{"key":"e_1_3_2_146_2","doi-asserted-by":"crossref","unstructured":"Hendrik Strobelt Sebastian Gehrmann Hanspeter Pfister and Alexander M. Rush. 2018. LSTMVis: A tool for visual analysis of hidden state dynamics in recurrent neural networks. In Proceeding of the IEEE Transactions on Visualization and Computer Graphics Vol. 24 667\u2013676. DOI:10.1109\/TVCG.2017.2744158","DOI":"10.1109\/TVCG.2017.2744158"},{"key":"e_1_3_2_147_2","first-page":"1","volume-title":"Proceedings of the 2016 International Conference on Information Communication and Embedded Systems","author":"Subetha T.","year":"2016","unstructured":"T. Subetha and S. Chitrakala. 2016. A survey on human activity recognition from videos. In Proceedings of the 2016 International Conference on Information Communication and Embedded Systems. IEEE, 1\u20137."},{"key":"e_1_3_2_148_2","doi-asserted-by":"publisher","DOI":"10.21105\/joss.01450"},{"key":"e_1_3_2_149_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.72"},{"key":"e_1_3_2_150_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2858238"},{"key":"e_1_3_2_151_2","first-page":"1103","volume-title":"Proceedings of the 2011 14th International IEEE Conference on Intelligent Transportation Systems","author":"Tian Bin","year":"2011","unstructured":"Bin Tian, Qingming Yao, Yuan Gu, Kunfeng Wang, and Ye Li. 2011. Video processing techniques for traffic flow monitoring: A survey. In Proceedings of the 2011 14th International IEEE Conference on Intelligent Transportation Systems. IEEE, 1103\u20131108."},{"key":"e_1_3_2_152_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2527649"},{"issue":"11","key":"e_1_3_2_153_2","article-title":"Visualizing data using t-SNE.","volume":"9","author":"Maaten Laurens Van der","year":"2008","unstructured":"Laurens Van der Maaten and Geoffrey Hinton. 2008. Visualizing data using t-SNE.Journal of Machine Learning Research 9, 11 (2008), 2579\u20132605.","journal-title":"Journal of Machine Learning Research"},{"issue":"66","key":"e_1_3_2_154_2","first-page":"13","article-title":"Dimensionality reduction: A comparative","volume":"10","author":"Maaten Laurens Van Der","year":"2009","unstructured":"Laurens Van Der Maaten, Eric Postma, and Jaap Van den Herik. 2009. Dimensionality reduction: A comparative. Journal of Machine Learning Research 10, 66\u201371 (2009), 13.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_155_2","article-title":"Tac-simur: Tactic-based simulative visual analytics of table tennis","author":"Wang Jiachen","year":"2019","unstructured":"Jiachen Wang, Kejian Zhao, Dazhen Deng, Anqi Cao, Xiao Xie, Zheng Zhou, Hui Zhang, and Yingcai Wu. 2019. Tac-simur: Tactic-based simulative visual analytics of table tennis. IEEE Transactions on Visualization and Computer Graphics 26, 1 (2019), 407\u2013417.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_156_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3106142"},{"issue":"4","key":"e_1_3_2_157_2","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1109\/TAFFC.2015.2432791","article-title":"Video affective content analysis: A survey of state-of-the-art methods","volume":"6","author":"Wang Shangfei","year":"2015","unstructured":"Shangfei Wang and Qiang Ji. 2015. Video affective content analysis: A survey of state-of-the-art methods. IEEE Transactions on Affective Computing 6, 4 (2015), 410\u2013430.","journal-title":"IEEE Transactions on Affective Computing"},{"key":"e_1_3_2_158_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3097709"},{"key":"e_1_3_2_159_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.126"},{"key":"e_1_3_2_160_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.11"},{"key":"e_1_3_2_161_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2693151"},{"issue":"1","key":"e_1_3_2_162_2","doi-asserted-by":"crossref","first-page":"840","DOI":"10.1109\/TVCG.2018.2865266","article-title":"Image-based aspect ratio selection","volume":"25","author":"Wang Y.","year":"2019","unstructured":"Y. Wang, Z. Wang, C. Fu, H. Schmauder, O. Deussen, and D. Weiskopf. 2019. Image-based aspect ratio selection. IEEE Transactions on Visualization and Computer Graphics 25, 1(2019), 840\u2013849.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_163_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030374"},{"key":"e_1_3_2_164_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.130"},{"key":"e_1_3_2_165_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2956697"},{"issue":"12","key":"e_1_3_2_166_2","doi-asserted-by":"crossref","first-page":"3457","DOI":"10.1109\/TVCG.2020.3023573","article-title":"Photorealistic audio-driven video portraits","volume":"26","author":"Wen Xin","year":"2020","unstructured":"Xin Wen, Miao Wang, Christian Richardt, Ze-Yin Chen, and Shi-Min Hu. 2020. Photorealistic audio-driven video portraits. IEEE Transactions on Visualization and Computer Graphics 26, 12 (2020), 3457\u20133466.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_167_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934619"},{"key":"e_1_3_2_168_2","article-title":"Multimodal analysis of video collections: Visual exploration of presentation techniques in ted talks","author":"Wu Aoyu","year":"2018","unstructured":"Aoyu Wu and Huamin Qu. 2018. Multimodal analysis of video collections: Visual exploration of presentation techniques in ted talks. IEEE Transactions on Visualization and Computer Graphics 26, 7 (2018), 2429\u20132442.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_169_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3099002"},{"issue":"1","key":"e_1_3_2_170_2","first-page":"709","article-title":"Ittvis: Interactive visualization of table tennis data","volume":"24","author":"Wu Yingcai","year":"2017","unstructured":"Yingcai Wu, Ji Lan, Xinhuan Shu, Chenyang Ji, Kejian Zhao, Jiachen Wang, and Hui Zhang. 2017. Ittvis: Interactive visualization of table tennis data. IEEE Transactions on Visualization and Computer Graphics 24, 1 (2017), 709\u2013718.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"1","key":"e_1_3_2_171_2","first-page":"65","article-title":"Forvizor: Visualizing spatio-temporal team formations in soccer","volume":"25","author":"Wu Yingcai","year":"2018","unstructured":"Yingcai Wu, Xiao Xie, Jiachen Wang, Dazhen Deng, Hongye Liang, Hui Zhang, Shoubin Cheng, and Wei Chen. 2018. Forvizor: Visualizing spatio-temporal team formations in soccer. IEEE Transactions on Visualization and Computer Graphics 25, 1 (2018), 65\u201375.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_172_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.226"},{"issue":"7","key":"e_1_3_2_173_2","doi-asserted-by":"crossref","first-page":"2362","DOI":"10.1109\/TVCG.2018.2835485","article-title":"A semantic-based method for visualizing large image collections","volume":"25","author":"Xie Xiao","year":"2018","unstructured":"Xiao Xie, Xiwen Cai, Junpei Zhou, Nan Cao, and Yingcai Wu. 2018. A semantic-based method for visualizing large image collections. IEEE Transactions on Visualization and Computer Graphics 25, 7 (2018), 2362\u20132377.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_174_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3137174"},{"key":"e_1_3_2_175_2","unstructured":"Kai Xu Dae Hoon Park Chang Yi and Charles A. Sutton. 2018. Interpreting deep classifier by visual distillation of dark knowledge. arxiv:1803.04042. Retrieved from http:\/\/arxiv.org\/abs\/1803.04042."},{"key":"e_1_3_2_176_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2930691"},{"key":"e_1_3_2_177_2","first-page":"284","volume-title":"Proceedings of the 2015 IEEE 14th International Conference on Cognitive Informatics & Cognitive Computing.","author":"Xu Mai","year":"2015","unstructured":"Mai Xu, Yilin Liang, and Zulin Wang. 2015. State-of-the-art video coding approaches: A survey. In Proceedings of the 2015 IEEE 14th International Conference on Cognitive Informatics & Cognitive Computing. IEEE, 284\u2013290."},{"issue":"6","key":"e_1_3_2_178_2","doi-asserted-by":"crossref","first-page":"1224","DOI":"10.1109\/TVCG.2007.70515","article-title":"Toward a deeper understanding of the role of interaction in information visualization","volume":"13","author":"Yi Ji Soo","year":"2007","unstructured":"Ji Soo Yi, Youn ah Kang, and John Stasko. 2007. Toward a deeper understanding of the role of interaction in information visualization. IEEE Transactions on Visualization and Computer Graphics 13, 6 (2007), 1224\u20131231.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_179_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.47"},{"issue":"1","key":"e_1_3_2_180_2","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/s41095-020-0191-7","article-title":"A survey of visual analytics techniques for machine learning","volume":"7","author":"Yuan Jun","year":"2021","unstructured":"Jun Yuan, Changjian Chen, Weikai Yang, Mengchen Liu, Jiazhi Xia, and Shixia Liu. 2021. A survey of visual analytics techniques for machine learning. Computational Visual Media 7, 1 (2021), 3\u201336.","journal-title":"Computational Visual Media"},{"issue":"2","key":"e_1_3_2_181_2","doi-asserted-by":"crossref","first-page":"422","DOI":"10.1109\/TVCG.2020.3030383","article-title":"II-20: Intelligent and pragmatic analytic categorization of image collections","volume":"27","author":"Zah\u00e1lka Jan","year":"2020","unstructured":"Jan Zah\u00e1lka, Marcel Worring, and Jarke J. Van Wijk. 2020. II-20: Intelligent and pragmatic analytic categorization of image collections. IEEE Transactions on Visualization and Computer Graphics 27, 2 (2020), 422\u2013431.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_182_2","article-title":"Towards better understanding of deep learning with visualization","author":"Zeng Haipeng","year":"2016","unstructured":"Haipeng Zeng. 2016. Towards better understanding of deep learning with visualization. The Hong Kong University of Science and Technology (2016).","journal-title":"The Hong Kong University of Science and Technology"},{"issue":"7","key":"e_1_3_2_183_2","doi-asserted-by":"crossref","first-page":"3168","DOI":"10.1109\/TVCG.2019.2963659","article-title":"Emotioncues: Emotion-oriented visual summarization of classroom videos","volume":"27","author":"Zeng Haipeng","year":"2020","unstructured":"Haipeng Zeng, Xinhuan Shu, Yanbang Wang, Yong Wang, Liguo Zhang, Ting-Chuen Pong, and Huamin Qu. 2020. Emotioncues: Emotion-oriented visual summarization of classroom videos. IEEE Transactions on Visualization and Computer Graphics 27, 7 (2020), 3168\u20133181.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_184_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2793679"},{"issue":"2","key":"e_1_3_2_185_2","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1109\/TVCG.2020.3030343","article-title":"Viscode: Embedding information in visualization images using encoder-decoder network","volume":"27","author":"Zhang Peiying","year":"2020","unstructured":"Peiying Zhang, Chenhui Li, and Changbo Wang. 2020. Viscode: Embedding information in visualization images using encoder-decoder network. IEEE Transactions on Visualization and Computer Graphics 27, 2 (2020), 326\u2013336.","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"e_1_3_2_186_2","first-page":"193","volume-title":"Proceedings of the Computer Graphics Forum","author":"Zhu Jialin","year":"2021","unstructured":"Jialin Zhu and Tom Kelly. 2021. Seamless satellite-image synthesis. In Proceedings of the Computer Graphics Forum. Wiley Online Library, 193\u2013204."}],"container-title":["ACM Transactions on Interactive Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3576935","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3576935","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T16:36:24Z","timestamp":1750178184000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3576935"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3,9]]},"references-count":185,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,3,31]]}},"alternative-id":["10.1145\/3576935"],"URL":"https:\/\/doi.org\/10.1145\/3576935","relation":{},"ISSN":["2160-6455","2160-6463"],"issn-type":[{"value":"2160-6455","type":"print"},{"value":"2160-6463","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3,9]]},"assertion":[{"value":"2021-12-06","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-11-08","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-03-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}