{"id":191035,"updated":"2025-01-20T00:58:06.884541+00:00","links":{},"created":"2025-01-19T00:56:57.327479+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00191035","sets":["1164:2592:9368:9546"]},"path":["9546"],"owner":"11","recid":"191035","title":["局所探索と機械学習を用いたタイルアート画像生成手法"],"pubdate":{"attribute_name":"公開日","attribute_value":"2018-08-27"},"_buckets":{"deposit":"2df24c13-45f6-49d5-a1e5-7308b03cd315"},"_deposit":{"id":"191035","pid":{"type":"depid","value":"191035","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"局所探索と機械学習を用いたタイルアート画像生成手法","author_link":["438995","438990","438994","438991","438993","438992","438997","438988","438989","438996"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"局所探索と機械学習を用いたタイルアート画像生成手法"},{"subitem_title":"Tile Art Image Generation Methods using Local Search and Machine Learning","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2018-08-27","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"広島大学"},{"subitem_text_value":"広島大学"},{"subitem_text_value":"広島大学"},{"subitem_text_value":"広島大学"},{"subitem_text_value":"広島大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Hiroshima Uniersity","subitem_text_language":"en"},{"subitem_text_value":"Hiroshima Uniersity","subitem_text_language":"en"},{"subitem_text_value":"Hiroshima Uniersity","subitem_text_language":"en"},{"subitem_text_value":"Hiroshima Uniersity","subitem_text_language":"en"},{"subitem_text_value":"Hiroshima Uniersity","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/191035/files/IPSJ-AL18169004.pdf","label":"IPSJ-AL18169004.pdf"},"date":[{"dateType":"Available","dateValue":"2020-08-27"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-AL18169004.pdf","filesize":[{"value":"14.4 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"9"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"03785f97-a95d-45e8-8f47-5bbdc59612cd","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2018 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"松村, 直樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"戸倉, 宏樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"黒田, 悠希"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"伊藤, 靖朗"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中野, 浩嗣"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Naoki, Matsumura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiroki, Tokura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yuki, Kuroda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yasuaki, Ito","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Koji, Nakano","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN1009593X","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8566","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本論文では,正方形のパターンをキャンバスに置くことによって質の高いタイルアート画像を生成する非写実的画像生成手法を紹介する.人間の視覚特性に基づいたタイルアート画像を生成するための局所探索を用いた実装を提案する.しかし,この手法の計算には莫大な時間を必要とするため,Graphics Processing Unit (GPU) を用いた並列手法により高速化を実現した.また,更なる高速化のため,機械学習を用いた近似タイルアート画像生成手法についても提案する.結果として,並列手法の GPU 実装と機械学習を用いた近似手法の GPU 実装は,並列手法の CPU 逐次実装と比較してそれぞれ 160 倍,37 万倍の高速化を達成した.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"The main contribution of this paper is to show a non-photorealistic rendering for high quality tile art image generation with squares by pasting square patterns on canvas. Our technique is a method using the local search inspired by the characteristic of the human visual system to optimize generated images. Although it can generate high quality tile art images, a lot of time is necessary. Hence, we have proposed a parallel method using a graphics processing unit (GPU) to accelerate the computation. Also, for further speed-up, we have proposed an approximate tile art image generation method using machine learning. As a result, GPU implementation with the parallel method and GPU implementation with approximate method using machine learning can achieve a speed-up factor of 160 and 370000 over the sequential CPU implementation with parallel method, respectively.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告アルゴリズム(AL)"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2018-08-27","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"4","bibliographicVolumeNumber":"2018-AL-169"}]},"relation_version_is_last":true,"weko_creator_id":"11"}}