{"type":"ScholarlyArticle","title":"IberianVoxel: Automatic Completion of Iberian Ceramics for Cultural Heritage Studies","authors":[{"name":"Pablo Navarro","slug":"pablo-navarro","given":"Pablo","family":"Navarro","affiliation":"Instituto Patagónico de Ciencias Sociales y Humanas (CONICET) . Puerto Madryn , Argentina."},{"name":"Celia Cintas","slug":"celia-cintas","given":"Celia","family":"Cintas","affiliation":"IBM Research Africa , Nairobi , Kenya."},{"name":"Manuel Lucena","slug":"manuel-lucena","given":"Manuel","family":"Lucena","affiliation":"Research University Institute for Iberian Archaeology , University of Jaén , Spain."},{"name":"José Manuel Fuertes","slug":"jose-manuel-fuertes","given":"José Manuel","family":"Fuertes","affiliation":"Research University Institute for Iberian Archaeology , University of Jaén , Spain."},{"name":"Antonio Rueda","slug":"antonio-rueda","given":"Antonio","family":"Rueda","affiliation":"Research University Institute for Iberian Archaeology , University of Jaén , Spain."},{"name":"Rafael Segura","slug":"rafael-segura","given":"Rafael","family":"Segura","affiliation":"Research University Institute for Iberian Archaeology , University of Jaén , Spain."},{"name":"Carlos Ogayar-Anguita","slug":"carlos-ogayar-anguita","given":"Carlos","family":"Ogayar-Anguita","affiliation":"Center for Advanced Studies in Information and Communication Technologies , University of Jaén , Spain."},{"name":"Rolando González-José","slug":"rolando-gonzalez-jose","given":"Rolando","family":"González-José","affiliation":"Instituto Patagónico de Ciencias Sociales y Humanas (CONICET) . Puerto Madryn , Argentina."},{"name":"Claudio Delrieux","slug":"claudio-delrieux","given":"Claudio","family":"Delrieux","affiliation":"Universidad Nacional del Sur, and CONICET. Bahía Blanca , Argentina."}],"abstract":"Accurate completion of archaeological artifacts is a critical aspect in several archaeological studies, including documentation of variations in style, inference of chronological and ethnic groups, and trading routes trends, among many others. However, most available pottery is fragmented, leading to missing textural and morphological cues. \r\nCurrently, the reassembly and completion of fragmented ceramics is a daunting and time-consuming task, done almost exclusively by hand, which requires the physical manipulation of the fragments. \r\nTo overcome the challenges of manual reconstruction, reduce the materials' exposure and deterioration, and improve the quality of reconstructed samples, we present IberianVoxel, a novel 3D Autoencoder Generative Adversarial Network (3D AE-GAN) framework tested on an extensive database with complete and fragmented references. \r\nWe generated a collection of 1001 3D voxelized samples and their fragmented references from Iberian wheel-made pottery profiles. The fragments generated are stratified into different size groups and across multiple pottery classes. \r\nLastly, we provide quantitative and qualitative assessments to measure the quality of the reconstructed voxelized samples by our proposed method and archaeologists' evaluation.","doi":"10.24963/ijcai.2023/647","url":"https://ijcai.org/proceedings/2023/647","pdf":"https://ijcai.org/proceedings/2023/0647.pdf","markdown":"https://ijcai.org/proceedings/2023/647.md","bibtex":"https://ijcai.org/proceedings/2023/bibtex/647","volume":{"slug":"2023","title":"Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2023","url":"https://ijcai.org/proceedings/2023/","year":2023,"location":"Macao, SAR","dates":"19-25 August 2023","editors":"Edith Elkind","isbn":"978-1-956792-03-4","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2023"},"section":"AI and Arts","track":"AI and Arts","number":647,"pages":{"first":5833,"last":5841},"keywords":["Theory and philosophy of arts and creativity in AI systems: Cultural and social impacts of creative AI","Methods and resources: Machine learning, deep learning, neural models, reinforcement learning","Application domains: Other domains of art or creativity","Theory and philosophy of arts and creativity in AI systems: Support of human creativity"],"videos":[],"references":[{"position":1,"raw":"[Chen et al., 2020] S. Chen, H. Cui, P. Tan, X. Sun, Y. Ji, and H. Duh. Cantonese porcelain image generation using user- guided generative adversarial networks. IEEE Computer Graphics and Applications, 40(5):100-107, 2020.","title":"Cantonese porcelain image generation using userguided generative adversarial networks","authors":"S Chen, H Cui, P Tan, X Sun, Y Ji, H Duh","year":"2020","venue":"IEEE Computer Graphics and Applications","doi":null,"url":null,"internal_url":null},{"position":2,"raw":"[Cintas et al., 2020] Celia Cintas, Manuel Lucena, José Manuel Fuertes, Claudio Delrieux, Pablo Navarro, Rolando González-José, and Manuel Molinos. Automatic feature extraction and classification of iberian ceramics based on deep convolutional networks. Journal of Cultural Heritage, 41:106-112, 2020.","title":"Automatic feature extraction and classification of iberian ceramics based on deep convolutional networks","authors":"Celia Cintas, Manuel Lucena, José Manuel Fuertes, Claudio Delrieux, Pablo Navarro, Rolando González-José, Manuel Molinos","year":"2020","venue":"Journal of Cultural Heritage","doi":null,"url":null,"internal_url":null},{"position":3,"raw":"[de Lima-Hernandez and Vergauwen, 2021] Roberto de Lima-Hernandez and Maarten Vergauwen. A generative and entropy-based registration approach for the reassembly of ancient inscriptions. Remote Sensing, 14(1):6, 2021.","title":"A generative and entropy-based registration approach for the reassembly of ancient inscriptions","authors":"Maarten Roberto De Lima-Hernandez, Vergauwen","year":"2021","venue":"Remote Sensing","doi":null,"url":null,"internal_url":null},{"position":4,"raw":"[Di Angelo et al., 2017] Luca Di Angelo, Paolo Di Stefano, and Caterina Pane. Automatic dimensional characterisa- tion of pottery. Journal of Cultural Heritage, 26:118-128, 2017.","title":"Automatic dimensional characterisation of pottery","authors":"Luca Di, Angelo, Paolo Di Stefano, Caterina Pane","year":"2017","venue":"Journal of Cultural Heritage","doi":null,"url":null,"internal_url":null},{"position":5,"raw":"[Domaradzki and Martyn, 2016] Jakub Domaradzki and Tomasz Martyn. Fracturing sparse-voxel-octree objects using dynamical voronoi patterns. In Computer Graphics, Visualization and Computer Vision WSCG 2016. Full Papers Proceedings. Václav Skala-UNION Agency, 2016.","title":"Fracturing sparse-voxel-octree objects using dynamical voronoi patterns","authors":"Martyn ; Domaradzki, Jakub Domaradzki, Tomasz Martyn","year":"2016","venue":"Computer Graphics, Visualization and Computer Vision WSCG 2016","doi":null,"url":null,"internal_url":null},{"position":6,"raw":"[Eslami et al., 2020] Dariush Eslami, Luca Di Angelo, Paolo Di Stefano, and Caterina Pane. Review of computer-based methods for archaeological ceramic sherds reconstruction. Virtual Archaeology Review, 11(23):34-49, 2020.","title":"Review of computer-based methods for archaeological ceramic sherds reconstruction","authors":"Dariush Eslami, Di Luca, Paolo Di Angelo, Caterina Stefano, Pane","year":"2020","venue":"Virtual Archaeology Review","doi":null,"url":null,"internal_url":null},{"position":7,"raw":"[Feng et al., 2016] Yuan Feng, Iwan Kawrakow, Jeff Olsen, Parag J Parikh, Camille Noel, Omar Wooten, Dongsu Du, Sasa Mutic, and Yanle Hu. A comparative study of au- tomatic image segmentation algorithms for target tracking in mr-igrt. Journal of applied clinical medical physics, 17(2):441-460, 2016.","title":"A comparative study of automatic image segmentation algorithms for target tracking in mr-igrt","authors":"Yuan Feng, Iwan Kawrakow, Jeff Olsen, J Parag, Camille Parikh, Omar Noel, Dongsu Wooten, Sasa Du, Yanle Mutic, Hu","year":"2016","venue":"Journal of applied clinical medical physics","doi":null,"url":null,"internal_url":null},{"position":8,"raw":"[Fragkos, Stergios et al., 2018] Fragkos, Stergios, Tzimtz- imis, Emanuel, Tzetzis, Dimitrios, Dodun, Oana, and Kyratsis, Panagiotis. 3d laser scanning and digital restora- tion of an archaeological find. MATEC Web Conf., 178:03013, 2018.","title":"Kyratsis, Panagiotis. 3d laser scanning and digital restoration of an archaeological find","authors":"Stergios Fragkos","year":"2018","venue":"MATEC Web Conf","doi":null,"url":null,"internal_url":null},{"position":9,"raw":"[Goodfellow et al., 2014] Ian Goodfellow, Jean Pouget- Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio. Gen- erative adversarial nets. Advances in neural information processing systems, 27, 2014.","title":"Generative adversarial nets","authors":"Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio","year":"2014","venue":"Advances in neural information processing systems","doi":null,"url":null,"internal_url":null},{"position":10,"raw":"[Hermoza and Sipiran, 2018] Renato Hermoza and Ivan Sipiran. 3d reconstruction of incomplete archaeological objects using a generative adversarial network. In Pro- ceedings of Computer Graphics International 2018, pages 5-11. 2018.","title":"Renato Hermoza and Ivan Sipiran. 3d reconstruction of incomplete archaeological objects using a generative adversarial network","authors":"Sipiran Hermoza","year":"2018","venue":"Proceedings of Computer Graphics International","doi":null,"url":null,"internal_url":null},{"position":11,"raw":"[Isola et al., 2017] Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A Efros. Image-to-image translation with con- ditional adversarial networks. In Proceedings of the IEEE conference on computer vision and pattern recognition, pages 1125-1134, 2017.","title":"Image-to-image translation with conditional adversarial networks","authors":"Isola","year":"2017","venue":"Proceedings of the IEEE conference on computer vision and pattern recognition","doi":null,"url":null,"internal_url":null},{"position":12,"raw":"[Jboor et al., 2019] N. Jboor, A. Belhi, A. Al-Ali, A. Bouras, and A. Jaoua. Towards an inpainting framework for visual cultural heritage. In IEEE Jordan International Joint Con- ference on Electrical Engineering and Information Tech- nology (JEEIT), pages 602-607, Amman, Jordan, 2019.","title":"Towards an inpainting framework for visual cultural heritage","authors":"N Jboor, A Belhi, A Al-Ali, A Bouras, A Jaoua","year":"2019","venue":"IEEE Jordan International Joint Conference on Electrical Engineering and Information Technology (JEEIT)","doi":null,"url":null,"internal_url":null},{"position":13,"raw":"[Kalasarinis and Koutsoudis, 2019] Ioannis Kalasarinis and Anestis Koutsoudis. Assisting pottery restoration proce- dures with digital technologies. International Journal of Computational Methods in Heritage Science (IJCMHS), 3(1):20-32, 2019.","title":"Ioannis Kalasarinis and Anestis Koutsoudis. Assisting pottery restoration procedures with digital technologies","authors":"Koutsoudis Kalasarinis","year":"2019","venue":"International Journal of Computational Methods in Heritage Science (IJCMHS)","doi":null,"url":null,"internal_url":null},{"position":14,"raw":"[Kampel and Sablatnig, 2003] M. Kampel and R. Sablatnig. An automated pottery archival and reconstruction sys- tem. Journal of Visualization and Computer Animation, 14(3):111-120, 2003.","title":"An automated pottery archival and reconstruction system","authors":"M Kampel, R Sablatnig","year":"2003","venue":"Journal of Visualization and Computer Animation","doi":null,"url":null,"internal_url":null},{"position":15,"raw":"[Karasik and Smilansky, 2011] A. Karasik and U. Smilan- sky. Computerized morphological classification of ceram- ics. Journal of Archaeological Science, 38(10):2644 - 2657, 2011.","title":"Computerized morphological classification of ceramics","authors":"A Karasik, U Smilansky","year":"2011","venue":"Journal of Archaeological Science","doi":null,"url":null,"internal_url":null},{"position":16,"raw":"[Kashihara, 2017] Koji Kashihara. An intelligent computer assistance system for artifact restoration based on ge- netic algorithms with plane image features. International Journal of Computational Intelligence and Applications, 16(03):1750021, 2017.","title":"An intelligent computer assistance system for artifact restoration based on genetic algorithms with plane image features","authors":"Koji Kashihara","year":"2017","venue":"International Journal of Computational Intelligence and Applications","doi":null,"url":null,"internal_url":null},{"position":17,"raw":"[Kingma and Ba, 2015] Diederik P. Kingma and Jimmy Lei Ba. Adam: a Method for Stochastic Optimization. Inter- national Conference on Learning Representations 2015, pages 1-15, 2015.","title":"Adam: a Method for Stochastic Optimization","authors":"P Diederik, Jimmy Lei Kingma, Ba","year":"2015","venue":"International Conference on Learning Representations","doi":null,"url":null,"internal_url":null},{"position":18,"raw":"[Kniaz et al., 2019] V. V. Kniaz, F. Remondino, and V. A. Knyaz. Generative adversarial networks for single photo 3D reconstruction. In ISPRS Annals of the Photogram- metry, Remote Sensing and Spatial Information Sciences, volume 42, pages 403-408, 2019.","title":"Generative adversarial networks for single photo 3D reconstruction","authors":"V V Kniaz, F Remondino, V A Knyaz","year":"2019","venue":"ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences","doi":null,"url":null,"internal_url":null},{"position":19,"raw":"[Lazarou, 2020] Conor Lazarou. Autoencoding generative adversarial networks. arXiv preprint arXiv:2004.05472, 2020.","title":"Autoencoding generative adversarial networks","authors":"Conor Lazarou","year":"2020","venue":null,"doi":null,"url":null,"internal_url":null},{"position":20,"raw":"[Liu et al., 2017a] M.-Y. Liu, T. Breuel, and J. Kautz. Unsu- pervised image-to-image translation networks, pages 700- 708. CVPR, 2017.","title":"Unsupervised image-to-image translation networks","authors":"Liu","year":"2017","venue":null,"doi":null,"url":null,"internal_url":null},{"position":21,"raw":"[Liu et al., 2017b] Ye Liu, Bo Zhang, and Liang Wan. Auto- matically unrolling decorations painted on 3d pottery. In Proceedings of the Computer Graphics International Con- ference, pages 1-6, 2017.","title":"Automatically unrolling decorations painted on 3d pottery","authors":"Liu","year":"2017","venue":"Proceedings of the Computer Graphics International Conference","doi":null,"url":null,"internal_url":null},{"position":22,"raw":"[Llamas et al., 2016] Jose Llamas, Pedro M. Lerones, Ed- uardo Zalama, and Jaime Gómez-García-Bermejo. Ap- plying deep learning techniques to cultural heritage im- ages within the INCEPTION project. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformat- ics), volume 10059 LNCS, pages 25-32, 2016.","title":"Applying deep learning techniques to cultural heritage images within the INCEPTION project","authors":"Jose Llamas, Pedro M Lerones, Eduardo Zalama, Jaime Gómez-García-Bermejo","year":"2016","venue":"Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)","doi":null,"url":null,"internal_url":null},{"position":23,"raw":"[Lucena et al., 2017] M. Lucena, J. M. Fuertes, A. L. Martínez-Carrillo, A. Ruiz, and F. Carrascosa. Classifi- cation of archaeological pottery profiles using modal anal- ysis. Multimedia Tools and Applications, 76(20):21565- 21577, Oct 2017.","title":"Classification of archaeological pottery profiles using modal analysis","authors":"M Lucena, J M Fuertes, A L Martínez-Carrillo, A Ruiz, F Carrascosa","year":"2017","venue":"Multimedia Tools and Applications","doi":null,"url":null,"internal_url":null},{"position":24,"raw":"[Mirza and Osindero, 2014] Mehdi Mirza and Simon Osin- dero. Conditional generative adversarial nets. CoRR, abs/1411.1784, 2014.","title":"Conditional generative adversarial nets","authors":"Mehdi Mirza, Simon Osindero","year":"2014","venue":null,"doi":null,"url":null,"internal_url":null},{"position":25,"raw":"[Mom, 2007] V. Mom. SECANTO -The SECtion Analysis TOol. In A. Figueiredo and G. Leite Velho, editors, The world is in your eyes. CAA2005. Computer Applications and Quantitative Methods in Archaeology, pages 95-101, Tomar, Portugal, 2007.","title":"SECANTO -The SECtion Analysis TOol","authors":"V Mom","year":"2007","venue":"The world is in your eyes. CAA2005. Computer Applications and Quantitative Methods in Archaeology","doi":null,"url":null,"internal_url":null},{"position":26,"raw":"[Nautiyal et al., 2006] V. Nautiyal, V. Dixit Kaushik, V. Ku- mar Pathak, S.G. Dhande, S. Nautiyal, M. Naithani, S. Juyal, R. Kumar Gupta, A. Kumar Vasisth, K. Kumar Verna, and A. Singh. Geometric modeling of indian ar- chaeological pottery: A preliminary study. In J.T. Clark and E.M. Hagemeister, editors, Exploring New Frontiers in Human Heritage. CAA2006. Computer Applications and Quantitative Methods in Archaeology, Fargo, United States, 2006.","title":"Geometric modeling of indian archaeological pottery: A preliminary study","authors":"V Nautiyal, V Dixit, V Kumar Kaushik, S G Pathak, S Dhande, M Nautiyal, S Naithani, R Kumar Juyal, A Gupta, Kumar, K Kumar Vasisth, A Verna, Singh","year":"2006","venue":"Exploring New Frontiers in Human Heritage. CAA2006. Computer Applications and Quantitative Methods in Archaeology","doi":null,"url":null,"internal_url":null},{"position":27,"raw":"[Navarro et al., 2022] Pablo Navarro, Celia Cintas, Manuel Lucena, José Manuel Fuertes, Rafael Segura, Claudio Del- rieux, and Rolando González-José. Reconstruction of iberian ceramic potteries using generative adversarial net- works. Scientific reports, 12(1):1-11, 2022.","title":"Reconstruction of iberian ceramic potteries using generative adversarial networks","authors":"Navarro","year":"2022","venue":"Scientific reports","doi":null,"url":null,"internal_url":null},{"position":28,"raw":"[Nguyen et al., 2019] Kha Cong Nguyen, Cuong Tuan Nguyen, Seiji Hotta, and Masaki Nakagawa. A character attention generative adversarial network for degraded his- torical document restoration. In 2019 International Con- ference on Document Analysis and Recognition (ICDAR), pages 420-425. IEEE, 2019.","title":"A character attention generative adversarial network for degraded historical document restoration","authors":"Cong Kha, Cuong Nguyen, Seiji Tuan Nguyen, Masaki Hotta, Nakagawa","year":"2019","venue":"2019 International Conference on Document Analysis and Recognition (ICDAR)","doi":null,"url":null,"internal_url":null},{"position":29,"raw":"[Ogayar-Anguita et al., 2020] Carlos J. Ogayar-Anguita, Antonio J. Rueda-Ruiz, Rafael J. Segura-Sánchez, Miguel Díaz-Medina, and Ángel L. García-Fernández. A gpu- based framework for generating implicit datasets of voxelized polygonal models for the training of 3d convo- lutional neural networks. IEEE Access, 8:12675-12687, 2020.","title":"A gpubased framework for generating implicit datasets of voxelized polygonal models for the training of 3d convolutional neural networks","authors":"J Carlos, Antonio J Ogayar-Anguita, Rafael J Rueda-Ruiz, Miguel Segura-Sánchez, Díaz-Medina, L Ángel, García-Fernández","year":"2020","venue":"IEEE Access","doi":null,"url":null,"internal_url":null},{"position":30,"raw":"[Papadopoulos et al., 2021] Stavros Papadopoulos, Nikolaos Dimitriou, Anastasios Drosou, and Dimitrios Tzovaras. Modelling spatio-temporal ageing phenomena with deep generative adversarial networks. Signal Processing: Im- age Communication, 94, 2021.","title":"Modelling spatio-temporal ageing phenomena with deep generative adversarial networks","authors":"Stavros Papadopoulos, Nikolaos Dimitriou, Anastasios Drosou, Dimitrios Tzovaras","year":"2021","venue":"Signal Processing: Image Communication","doi":null,"url":null,"internal_url":null},{"position":31,"raw":"[Raghavachary, 2002] Saty Raghavachary. Fracture genera- tion on polygonal meshes using voronoi polygons. In ACM SIGGRAPH 2002 Conference Abstracts and Applications, SIGGRAPH '02, page 187, New York, NY, USA, 2002. Association for Computing Machinery.","title":"Saty Raghavachary. Fracture generation on polygonal meshes using voronoi polygons","authors":"Raghavachary","year":"2002","venue":"ACM SIGGRAPH 2002 Conference Abstracts and Applications, SIGGRAPH '02","doi":null,"url":null,"internal_url":null},{"position":32,"raw":"[Rasheed and Nordin, 2014] Nada A Rasheed and Mohd Jan Nordin. A polynomial function in the automatic re- construction of fragmented objects. J. Comput. Sci., 10(11):2339-2348, 2014.","title":"A polynomial function in the automatic reconstruction of fragmented objects","authors":"Nordin Rasheed, Nada A Rasheed, Mohd Jan Nordin","year":"2014","venue":"J. Comput. Sci","doi":null,"url":null,"internal_url":null},{"position":33,"raw":"[Rice, 1987] Prudence M. Rice. Pottery Analysis. University of Chicago Press, Chicago, 1987.","title":"Pottery Analysis","authors":"Prudence M Rice","year":"1987","venue":null,"doi":null,"url":null,"internal_url":null},{"position":34,"raw":"[Salimans et al., 2016] Tim Salimans, Ian Goodfellow, Woj- ciech Zaremba, Vicki Cheung, Alec Radford, and Xi Chen. Improved techniques for training gans. Advances in neural information processing systems, 29, 2016.","title":"Improved techniques for training gans","authors":"Salimans","year":"2016","venue":"Advances in neural information processing systems","doi":null,"url":null,"internal_url":null},{"position":35,"raw":"[Saragusti et al., 2005] Idit Saragusti, Avshalom Karasik, Ilan Sharon, and Uzy Smilansky. Quantitative analysis of shape attributes based on contours and section profiles in artifact analysis. Journal of Archaeological Science, 32(6):841 -853, 2005.","title":"Quantitative analysis of shape attributes based on contours and section profiles in artifact analysis","authors":"Idit Saragusti, Avshalom Karasik, Ilan Sharon, Uzy Smilansky","year":"2005","venue":"Journal of Archaeological Science","doi":null,"url":null,"internal_url":null},{"position":36,"raw":"[Shennan and Wilcock, 1975] S.J. Shennan and J.D. Wilcock. Shape and style variation in central german bell beakers. Science and Archaeology, 15:17-31, 1975.","title":"Shape and style variation in central german bell beakers","authors":"S J Shennan, J D Wilcock","year":"1975","venue":"Science and Archaeology","doi":null,"url":null,"internal_url":null},{"position":37,"raw":"[Smith et al., 2014] Neil G. Smith, Avshalom Karasik, Te- jaswini Narayanan, Eric S. Olson, Uzy Smilansky, and Thomas E. Levy. The pottery informatics query database: A new method for mathematic and quantitative analyses of large regional ceramic datasets. Journal of Archaeological Method and Theory, 21(1):212-250, Mar 2014.","title":"The pottery informatics query database: A new method for mathematic and quantitative analyses of large regional ceramic datasets","authors":"Neil G Smith, Avshalom Karasik, Tejaswini Narayanan, Eric S Olson, Uzy Smilansky, Thomas E Levy","year":"2014","venue":"Journal of Archaeological Method and Theory","doi":null,"url":null,"internal_url":null},{"position":38,"raw":"[Sorensen, 1948] Th A Sorensen. A method of establishing groups of equal amplitude in plant sociology based on sim- ilarity of species content and its application to analyses of the vegetation on danish commons. Biol. Skar., 5:1-34, 1948.","title":"A method of establishing groups of equal amplitude in plant sociology based on similarity of species content and its application to analyses of the vegetation on danish commons","authors":"A Th, Sorensen","year":"1948","venue":"Biol. Skar","doi":null,"url":null,"internal_url":null},{"position":39,"raw":"[Velić et al., 2009] Mirko Velić, Dave May, and Louis Moresi. A fast robust algorithm for computing discrete voronoi diagrams. Journal of Mathematical Modelling and Algorithms, 8:343-355, 08 2009.","title":"A fast robust algorithm for computing discrete voronoi diagrams","authors":"Mirko Velić, Dave May, Louis Moresi","year":"2009","venue":"Journal of Mathematical Modelling and Algorithms","doi":null,"url":null,"internal_url":null},{"position":40,"raw":"[Wang et al., 2017] Haiyan Wang, Zhongshi He, Yongwen Huang, Dingding Chen, and Zexun Zhou. Bodhisattva head images modeling style recognition of Dazu Rock Carvings based on deep convolutional network. Journal of Cultural Heritage, 27:60-71, 2017.","title":"Bodhisattva head images modeling style recognition of Dazu Rock Carvings based on deep convolutional network","authors":"Haiyan Wang, Zhongshi He, Yongwen Huang, Dingding Chen, Zexun Zhou","year":"2017","venue":"Journal of Cultural Heritage","doi":null,"url":null,"internal_url":null},{"position":41,"raw":"[Wilczek et al., 2021] Josef Wilczek, Fabrice Monna, Nico- las Navarro, and Carmela Chateau-Smith. A computer tool to identify best matches for pottery fragments. Journal of Archaeological Science: Reports, 37:102891, 2021.","title":"A computer tool to identify best matches for pottery fragments","authors":"Josef Wilczek, Fabrice Monna, Nicolas Navarro, Carmela Chateau-Smith","year":"2021","venue":"Journal of Archaeological Science: Reports","doi":null,"url":null,"internal_url":null},{"position":42,"raw":"[Wu et al., 2016] Jiajun Wu, Chengkai Zhang, Tianfan Xue, Bill Freeman, and Josh Tenenbaum. Learning a proba- bilistic latent space of object shapes via 3d generative- adversarial modeling. Advances in neural information pro- cessing systems, 29:82-90, 2016.","title":"Learning a probabilistic latent space of object shapes via 3d generativeadversarial modeling","authors":"Jiajun Wu, Chengkai Zhang, Tianfan Xue, Bill Freeman, Josh Tenenbaum","year":"2016","venue":"Advances in neural information processing systems","doi":null,"url":null,"internal_url":null},{"position":43,"raw":"[Yeh et al., 2017] R. Yeh, C. Chen, T. Lim, A. Schwing, M. Hasegawa-Johnson, and M. Do. Semantic image in- painting with deep generative models. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 5485-5493, 2017.","title":"Semantic image inpainting with deep generative models","authors":"R Yeh, C Chen, T Lim, A Schwing, M Hasegawa-Johnson, M Do","year":"2017","venue":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","doi":null,"url":null,"internal_url":null},{"position":44,"raw":"[Zachariou et al., 2020] M. Zachariou, N. Dimitriou, and O. Arandjelović. Visual reconstruction of ancient coins us- ing cycle-consistent generative adversarial networks. Sci, 2(3), 2020.","title":"Visual reconstruction of ancient coins using cycle-consistent generative adversarial networks","authors":"M Zachariou, N Dimitriou, O Arandjelović","year":"2020","venue":"Sci","doi":null,"url":null,"internal_url":null},{"position":45,"raw":"[Zhu et al., 2017] Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A. Efros. Unpaired image-to-image trans- lation using cycle-consistent adversarial networks. In 2017 IEEE International Conference on Computer Vision (ICCV), pages 2242-2251, 2017.","title":"Unpaired image-to-image translation using cycle-consistent adversarial networks","authors":"Zhu","year":"2017","venue":"IEEE International Conference on Computer Vision (ICCV)","doi":null,"url":null,"internal_url":null}],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}