{"id":218050,"updated":"2025-01-19T15:17:29.535706+00:00","links":{},"created":"2025-01-19T01:18:28.303059+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00218050","sets":["1164:3980:10839:10913"]},"path":["10913"],"owner":"44499","recid":"218050","title":["深層学習深度推定モデルへの敵対的攻撃を用いたディスプレイ-カメラ可視光通信方式の初期検討"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-05-19"},"_buckets":{"deposit":"dbea9ff6-fdc0-463c-bc10-545273812bde"},"_deposit":{"id":"218050","pid":{"type":"depid","value":"218050","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層学習深度推定モデルへの敵対的攻撃を用いたディスプレイ-カメラ可視光通信方式の初期検討","author_link":["566164","566166","566159","566163","566157","566162","566165","566160","566161","566158"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習深度推定モデルへの敵対的攻撃を用いたディスプレイ-カメラ可視光通信方式の初期検討"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"コミュニケーション","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2022-05-19","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"名古屋大学工学研究科"},{"subitem_text_value":"名古屋大学未来材料・システム研究所"},{"subitem_text_value":"静岡大学大学院総合科学技術研究科"},{"subitem_text_value":"名古屋大学未来材料・システム研究所"},{"subitem_text_value":"名古屋大学未来材料・システム研究所"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Engineering, Nagoya University","subitem_text_language":"en"},{"subitem_text_value":"Institute of Materials and Systems for Sustainability, Nagoya University","subitem_text_language":"en"},{"subitem_text_value":" Graduate School of Integrat ed Science and Technology, Shizuoka University","subitem_text_language":"en"},{"subitem_text_value":"Institute of Materials and Systems for Sustainability, Nagoya University","subitem_text_language":"en"},{"subitem_text_value":"Institute of Materials and Systems for Sustainability, Nagoya University","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/218050/files/IPSJ-ITS22089002.pdf","label":"IPSJ-ITS22089002.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ITS22089002.pdf","filesize":[{"value":"3.8 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"37"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"a4880ebe-478a-4c13-82c9-4caa7ce2798e","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 by the Institute of Electronics, Information and Communication Engineers This SIG report is only available to those in membership of the SIG."}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"イ, チャンソク"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"岡田, 啓"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"和田, 忠浩"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"ベンナイラ, シャドリア"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"片山, 正昭"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Lee, Changseok","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiraku, Okada","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tadahiro, Wada","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Chedlia, Ben Naila","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masaaki, Katayama","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11515904","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":"2188-8965","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究ではディスプレイ-カメラ間の可視光通信に深層学習 CNN 深度推定モデルへの敵対的攻撃を用いる通信方式を検討する．深層学習モデルへの敵対的攻撃は対象モデルの出力を変えることができ，さらに人の目に視認されにくい．この特徴を用い，深層学習深度推定モデルの出力である深度推定値にデータを埋め込む非視認ディスプレイ-カメラ通信システムを提案する．初期検討として，ディスプレイやカメラによる雑音・歪みはないと仮定して性能評価し，提案システムの有効性を示す．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Hidden screen-camera communication requires visual quality and robust communication performance. In this study, we propose a hidden screen-camera communication system using an adversarial attack on a convolutional neural network (CNN) depth estimation model. An adversarial attack on the CNN depth estimation model can change the output of the CNN model while not being seen by a human vision system. We take advantage of the adversarial attack to embed data into the output of the CNN depth estimation model to achieve hidden screen–camera communication. For an initial study, we clarify the potential of the system by evaluating performance while assuming that there are no noises and distortions by displays and cameras.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告高度交通システムとスマートコミュニティ（ITS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-05-19","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicVolumeNumber":"2022-ITS-89"}]},"relation_version_is_last":true,"weko_creator_id":"44499"}}