{"author":[{"full_name":"Bronstein, Alexander","orcid":"0000-0001-9699-8730","first_name":"Alexander","id":"58f3726e-7cba-11ef-ad8b-e6e8cb3904e6","last_name":"Bronstein"},{"full_name":"Bronstein, Michael M.","first_name":"Michael M.","last_name":"Bronstein"},{"full_name":"Guibas, Leonidas J.","first_name":"Leonidas J.","last_name":"Guibas"},{"last_name":"Ovsjanikov","first_name":"Maks","full_name":"Ovsjanikov, Maks"}],"page":"1-20","year":"2011","publication_identifier":{"issn":["0730-0301"],"eissn":["1557-7368"]},"volume":30,"doi":"10.1145/1899404.1899405","extern":"1","type":"journal_article","date_created":"2024-10-15T11:20:55Z","date_updated":"2024-12-18T14:59:43Z","month":"01","scopus_import":"1","status":"public","day":"01","_id":"18433","citation":{"short":"A.M. Bronstein, M.M. Bronstein, L.J. Guibas, M. Ovsjanikov, ACM Transactions on Graphics 30 (2011) 1–20.","ista":"Bronstein AM, Bronstein MM, Guibas LJ, Ovsjanikov M. 2011. Shape google: Geometric words and expressions for invariant shape retrieval. ACM Transactions on Graphics. 30(1), 1–20.","ama":"Bronstein AM, Bronstein MM, Guibas LJ, Ovsjanikov M. Shape google: Geometric words and expressions for invariant shape retrieval. <i>ACM Transactions on Graphics</i>. 2011;30(1):1-20. doi:<a href=\"https://doi.org/10.1145/1899404.1899405\">10.1145/1899404.1899405</a>","ieee":"A. M. Bronstein, M. M. Bronstein, L. J. Guibas, and M. Ovsjanikov, “Shape google: Geometric words and expressions for invariant shape retrieval,” <i>ACM Transactions on Graphics</i>, vol. 30, no. 1. Association for Computing Machinery, pp. 1–20, 2011.","mla":"Bronstein, Alex M., et al. “Shape Google: Geometric Words and Expressions for Invariant Shape Retrieval.” <i>ACM Transactions on Graphics</i>, vol. 30, no. 1, Association for Computing Machinery, 2011, pp. 1–20, doi:<a href=\"https://doi.org/10.1145/1899404.1899405\">10.1145/1899404.1899405</a>.","chicago":"Bronstein, Alex M., Michael M. Bronstein, Leonidas J. Guibas, and Maks Ovsjanikov. “Shape Google: Geometric Words and Expressions for Invariant Shape Retrieval.” <i>ACM Transactions on Graphics</i>. Association for Computing Machinery, 2011. <a href=\"https://doi.org/10.1145/1899404.1899405\">https://doi.org/10.1145/1899404.1899405</a>.","apa":"Bronstein, A. M., Bronstein, M. M., Guibas, L. J., &#38; Ovsjanikov, M. (2011). Shape google: Geometric words and expressions for invariant shape retrieval. <i>ACM Transactions on Graphics</i>. Association for Computing Machinery. <a href=\"https://doi.org/10.1145/1899404.1899405\">https://doi.org/10.1145/1899404.1899405</a>"},"intvolume":"        30","quality_controlled":"1","article_processing_charge":"No","issue":"1","abstract":[{"lang":"eng","text":"The computer vision and pattern recognition communities have recently witnessed a surge of feature-based methods in object recognition and image retrieval applications. These methods allow representing images as collections of “visual words” and treat them using text search approaches following the “bag of features” paradigm. In this article, we explore analogous approaches in the 3D world applied to the problem of nonrigid shape retrieval in large databases. Using multiscale diffusion heat kernels as “geometric words,” we construct compact and informative shape descriptors by means of the “bag of features” approach. We also show that considering pairs of “geometric words” (“geometric expressions”) allows creating spatially sensitive bags of features with better discriminative power. Finally, adopting metric learning approaches, we show that shapes can be efficiently represented as binary codes. Our approach achieves state-of-the-art results on the SHREC 2010 large-scale shape retrieval benchmark."}],"date_published":"2011-01-01T00:00:00Z","oa_version":"None","title":"Shape google: Geometric words and expressions for invariant shape retrieval","user_id":"3E5EF7F0-F248-11E8-B48F-1D18A9856A87","publisher":"Association for Computing Machinery","language":[{"iso":"eng"}],"publication_status":"published","publication":"ACM Transactions on Graphics"}