=== Generating (published_papers) === === Generating (teaching_experience) === === Generating (misc) === === Generating (works) === === Generating (industrial_property_rights) === === Generating (awards) === === Generating (association_memberships) === === Generating (presentations) === ==== begin registerFile(/WWW/pub2/data/ERD/person/10767/researchmap/published_papers.jsonl) ==== line:1, {"insert":{"user_id":"5000091366","type":"published_papers","id":"36577009"},"force":{"see_also":[{"@id":"https://www.scopus.com/record/display.url?eid=2-s2.0-85127342926&origin=inward","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=384833","label":"url"}],"paper_title":{"en":"A COVID-19 Visual Diagnosis Model Based on Deep Learning and GradCAM","ja":"A COVID-19 Visual Diagnosis Model Based on Deep Learning and GradCAM"},"authors":{"en":[{"name":"Omar S. Hemied"},{"name":"Mohammed S. Gadelrab"},{"name":"Elsayed A. Sharara"},{"name":"Taysir Hassan A. Soliman"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"Omar S. Hemied"},{"name":"Mohammed S. Gadelrab"},{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"Taysir Hassan A. Soliman"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"publication_date":"2022-03-25","publication_name":{"en":"IEEJ Transactions on Electrical and Electronic Engineering","ja":"IEEJ Transactions on Electrical and Electronic Engineering"},"volume":"Vol.17","starting_page":"1038","ending_page":"1047","languages":["eng"],"referee":true,"identifiers":{"doi":["10.1002/tee.23593"],"issn":["1931-4973"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:2, {"insert":{"user_id":"5000091366","type":"published_papers","id":"36516675"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=384654","label":"url"}],"paper_title":{"en":"Improvement of apparent resolution by subjective superresolution display for aerial display using AIRR","ja":"Improvement of apparent resolution by subjective superresolution display for aerial display using AIRR"},"authors":{"en":[{"name":"Matsushita Kojiro"},{"name":"Masaki Yasugi"},{"name":"Tsuji Akinori"},{"name":"Tokimoto Toyotaro"},{"name":"Yamamoto Hirotsugu"}],"ja":[{"name":"Matsushita Kojiro"},{"name":"Masaki Yasugi"},{"name":"辻 明典"},{"name":"時本 豊太郎"},{"name":"山本 裕紹"}]},"publication_date":"2022-02-03","publication_name":{"en":"Optical Review","ja":"Optical Review"},"starting_page":"1","ending_page":"9","languages":["eng"],"referee":true,"identifiers":{"doi":["10.1007/s10043-021-00710-3"],"issn":["1349-9432"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:3, {"insert":{"user_id":"5000091366","type":"published_papers","id":"35967317"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=383295","label":"url"}],"paper_title":{"en":"Enhanced Vehicle Classification Using Transfer Learning and a Novel Duplication-based Data Augmentation Technique","ja":"Enhanced Vehicle Classification Using Transfer Learning and a Novel Duplication-based Data Augmentation Technique"},"authors":{"en":[{"name":"Harras Abdelkader Maher Abdelrahman"},{"name":"Tsuji Akinori"},{"name":"Karungaru Stephen"},{"name":"Terada Kenji"}],"ja":[{"name":"Abdelrahman Maher Abdelkader Harras"},{"name":"辻 明典"},{"name":"カルンガル スティフィン"},{"name":"寺田 賢治"}]},"publication_date":"2021-12","publication_name":{"en":"International Journal of Innovative Computing, Information and Control","ja":"International Journal of Innovative Computing, Information and Control"},"volume":"Vol.17","number":"No.6","starting_page":"2201","ending_page":"2016","languages":["eng"],"referee":true,"identifiers":{"doi":["10.24507/ijicic.17.06.2201"],"issn":["1349-4198"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:4, {"insert":{"user_id":"5000091366","type":"published_papers","id":"33653261"},"force":{"see_also":[{"@id":"https://www.scopus.com/record/display.url?eid=2-s2.0-85107155487&origin=inward","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=381983","label":"url"}],"paper_title":{"en":"High-speed driving of multi-color LED panel for subjective super-resolution display","ja":"High-speed driving of multi-color LED panel for subjective super-resolution display"},"authors":{"en":[{"name":"Matsushita Kojiro"},{"name":"Tokimoto Toyotaro"},{"name":"Tsuji Akinori"},{"name":"Yamamoto Hirotsugu"}],"ja":[{"name":"Matsushita Kojiro"},{"name":"Tokimoto Toyotaro"},{"name":"辻 明典"},{"name":"山本 裕紹"}]},"publication_date":"2021-05-29","publication_name":{"en":"Optical Review","ja":"Optical Review"},"volume":"Vol.28","starting_page":"508","ending_page":"515","languages":["eng"],"referee":true,"identifiers":{"doi":["10.1007/s10043-021-00657-5"],"issn":["1349-9432"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:5, {"insert":{"user_id":"5000091366","type":"published_papers","id":"30612692"},"force":{"see_also":[{"@id":"https://www.scopus.com/record/display.url?eid=2-s2.0-85090460132&origin=inward","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=371919","label":"url"}],"paper_title":{"en":"Prediction of the VDT Worker's Headache Using Convolutional Neural Network with Class Activation Mapping","ja":"Prediction of the VDT Worker's Headache Using Convolutional Neural Network with Class Activation Mapping"},"authors":{"en":[{"name":"Elsayed Sharara"},{"name":"Tsuji Akinori"},{"name":"Karungaru Stephen"},{"name":"Terada Kenji"}],"ja":[{"name":"Elsayed Sharara"},{"name":"辻 明典"},{"name":"カルンガル スティフィン"},{"name":"寺田 賢治"}]},"description":{"en":"本論文ではVDT作業者の疲労具合を検知するためにカメラ映像から6つの手のポーズを分類する手法を提案する.提案手法では,手のポーズの分類に畳み込みニューラルネットワーク(CNN)をベースとしたディープラーニングを適用している.さらに,顔面上の手のポーズの定位のための分類ネットワークの予測を可視化するためのクラス活性化マップ(CAM)を実装した.有効性を検証する実験で,98.5%の精度で認識できることがわかった.","ja":"本論文ではVDT作業者の疲労具合を検知するためにカメラ映像から6つの手のポーズを分類する手法を提案する.提案手法では,手のポーズの分類に畳み込みニューラルネットワーク(CNN)をベースとしたディープラーニングを適用している.さらに,顔面上の手のポーズの定位のための分類ネットワークの予測を可視化するためのクラス活性化マップ(CAM)を実装した.有効性を検証する実験で,98.5%の精度で認識できることがわかった."},"publication_date":"2020-10-25","publication_name":{"en":"IEEJ Transactions on Electrical and Electronic Engineering","ja":"IEEJ Transactions on Electrical and Electronic Engineering"},"volume":"Vol.15","number":"No.11","starting_page":"1690","ending_page":"1697","languages":["eng"],"referee":true,"identifiers":{"doi":["10.1002/tee.23239"],"issn":["1931-4973"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:6, {"insert":{"user_id":"5000091366","type":"published_papers","id":"30400674"},"force":{"see_also":[{"@id":"https://repo.lib.tokushima-u.ac.jp/ja/115188","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=337288","label":"url"}],"paper_title":{"en":"Human Detection and Tracking Using HOG Feature and Particle Filter in Video Surveillance System","ja":"Human Detection and Tracking Using HOG Feature and Particle Filter in Video Surveillance System"},"authors":{"en":[{"name":"Bhuyain Mobarok Hossain"},{"name":"Karungaru Stephen"},{"name":"Terada Kenji"},{"name":"Tsuji Akinori"}],"ja":[{"name":"BHUYAIN MOBAROK HOSSAIN"},{"name":"カルンガル スティフィン"},{"name":"寺田 賢治"},{"name":"辻 明典"}]},"description":{"en":"監視カメラから得られる映像を用いて,HOG特徴とパーティクルフィルタを用いて人間を抽出し,さらに追跡する手法を提案する.本手法ではHOG特徴を用いて人の領域を抽出し,さらにパーティクルフィルタを用いて人の動きを追跡する.これにより複雑な背景においても,複数の人を同時に検出と追跡することが可能である.本手法の有効性を検証するために,4つのシーンに適用したところ,約90%の検出精度と約99%の追跡精度が得られることがわかった.","ja":"監視カメラから得られる映像を用いて,HOG特徴とパーティクルフィルタを用いて人間を抽出し,さらに追跡する手法を提案する.本手法ではHOG特徴を用いて人の領域を抽出し,さらにパーティクルフィルタを用いて人の動きを追跡する.これにより複雑な背景においても,複数の人を同時に検出と追跡することが可能である.本手法の有効性を検証するために,4つのシーンに適用したところ,約90%の検出精度と約99%の追跡精度が得られることがわかった."},"publication_date":"2018-04-01","publication_name":{"en":"International Journal of Advanced Intelligence (IJAI)","ja":"International Journal of Advanced Intelligence (IJAI)"},"volume":"Vol.9","number":"No.3","starting_page":"397","ending_page":"407","languages":["eng"],"referee":true,"identifiers":{"issn":["1883-3918"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:7, {"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"https://repo.lib.tokushima-u.ac.jp/ja/112227","label":"url"},{"@id":"https://cir.nii.ac.jp/crid/1050564287703187072/","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=338025","label":"url"}],"paper_title":{"en":"A Practice for Information Technology Education Using Teaching Materials Based on the Physical Computing","ja":"フィジカルコンピューティング教材を用いた情報技術教育の実践"},"authors":{"en":[{"name":"Tsuji Akinori"},{"name":"Koori Norihiko"},{"name":"Kawakami Hiroshi"}],"ja":[{"name":"辻 明典"},{"name":"桑折 範彦"},{"name":"川上 博"}]},"publication_date":"2018-03","publication_name":{"en":"Journal of University Extension","ja":"徳島大学大学開放実践センター紀要"},"volume":"Vol.27","starting_page":"23","ending_page":"30","languages":["jpn"],"referee":true,"identifiers":{"issn":["0915-8685"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:8, {"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=334914","label":"url"}],"paper_title":{"en":"Motion-Based Detection and Tracking of Multiple Pedestrians","ja":"Motion-Based Detection and Tracking of Multiple Pedestrians"},"authors":{"en":[{"name":"Abdel Rahman Maher Harras"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"Abdel Rahman Maher Harras"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"description":{"en":"本論文では,GMMとカルマンフィルタを用いて,通行人数を進行方向別に認識する手法を提案した.本手法では,GMMを用いることで連続する映像の中から動きのある人を検出し,さらにカルマンフィルタを用いて人を追跡することで,進行方向別の通行者の人数を計測することができる.本手法の有効性を検証するために,実際のシーンに対する実験を行なったところ,高い精度で認識するできることが確認できた.","ja":"本論文では,GMMとカルマンフィルタを用いて,通行人数を進行方向別に認識する手法を提案した.本手法では,GMMを用いることで連続する映像の中から動きのある人を検出し,さらにカルマンフィルタを用いて人を追跡することで,進行方向別の通行者の人数を計測することができる.本手法の有効性を検証するために,実際のシーンに対する実験を行なったところ,高い精度で認識するできることが確認できた."},"publication_date":"2017-12-01","publication_name":{"en":"International Journal of Mechanical and Materials Engineering","ja":"International Journal of Mechanical and Materials Engineering"},"volume":"Vol.11","number":"No.12","starting_page":"1792","ending_page":"1795","languages":["eng"],"referee":true,"identifiers":{"doi":["10.5281/zenodo.1314459"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:9, {"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=333549","label":"url"}],"paper_title":{"en":"Burnout Recognition for Call Center Agents by Using Skin Color Detection with Hand Poses","ja":"Burnout Recognition for Call Center Agents by Using Skin Color Detection with Hand Poses"},"authors":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"description":{"en":"本論文では,Webカメラから得られる映像を用いて肌色領域検知による顔周辺での手の動きに着目したVDT作業者の疲労認識手法を提案した.本手法ではディスプレイに設置されたカメラから得られる映像を用いて,人の肌色に着目して手が肩や首をもむ動作を認識することで被験者の疲労具合を認識するものである.本手法の有効性を検証するために,実際に疲労した被験者に対して実験を行なったところ,94%以上の高い精度で検出できることがわかった.","ja":"本論文では,Webカメラから得られる映像を用いて肌色領域検知による顔周辺での手の動きに着目したVDT作業者の疲労認識手法を提案した.本手法ではディスプレイに設置されたカメラから得られる映像を用いて,人の肌色に着目して手が肩や首をもむ動作を認識することで被験者の疲労具合を認識するものである.本手法の有効性を検証するために,実際に疲労した被験者に対して実験を行なったところ,94%以上の高い精度で検出できることがわかった."},"publication_date":"2017-09","publication_name":{"en":"International Journal of Computer, Electrical, Automation, Control and Information Engineering","ja":"International Journal of Computer, Electrical, Automation, Control and Information Engineering"},"volume":"Vol.11","number":"No.9","starting_page":"1016","ending_page":"1019","languages":["eng"],"referee":true,"identifiers":{"doi":["10.5281/zenodo.1132300"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:10, 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{"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"https://repo.lib.tokushima-u.ac.jp/ja/112208","label":"url"},{"@id":"https://cir.nii.ac.jp/crid/1050282812726469120/","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=293020","label":"url"}],"paper_title":{"en":"Meanings and Methods on the Teaching of Information Technology in the Life-long Learning","ja":"生涯学習における情報技術教育の意義と方法"},"authors":{"en":[{"name":"Tsuji Akinori"},{"name":"Ishida Fujio"}],"ja":[{"name":"辻 明典"},{"name":"石田 富士雄"}]},"publication_date":"2015-03","publication_name":{"en":"Journal of University Extension","ja":"徳島大学大学開放実践センター紀要"},"volume":"Vol.24","starting_page":"1","ending_page":"17","languages":["jpn"],"referee":true,"identifiers":{"issn":["0915-8685"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:13, {"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"https://www.scopus.com/record/display.url?eid=2-s2.0-84922553329&origin=inward","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=293961","label":"url"}],"paper_title":{"en":"Heterojunction of poly (o-toluidine) and silicon nanowires","ja":"Heterojunction of poly (o-toluidine) and silicon nanowires"},"authors":{"en":[{"name":"El-Zohary E. Salah"},{"name":"Shenashen A. Mohamed"},{"name":"Abdel_Haleem M. Ashraf"},{"name":"Tsuji Akinori"},{"name":"Okamoto Toshihiro"},{"name":"Haraguchi Masanobu"}],"ja":[{"name":"エルゾハリ サラ"},{"name":"Shenashen A. Mohamed"},{"name":"Abdel_Haleem M. Ashraf"},{"name":"辻 明典"},{"name":"岡本 敏弘"},{"name":"原口 雅宣"}]},"description":{"en":"A nanostructured poly (o-toluidine)/silicon nanowires (NPOT/SiNWs) heterojunction has been fabricated with a low cost and simple techniques, where NPOT has been in situ polymerized upon SiNWs synthesized by chemical etching of a silicon wafer. The morphology of SiNWs before and after deposition of NPOT has been examined by scanning electron microscope (SEM). The chemical composition of NPOT has been investigated by Fourier transform infrared (FTIR), ultraviolet-visible (UV-visible) spectroscopy, and X-ray diffraction (XRD) techniques. NPOT morphology has also been examined by SEM before being deposited on the SiNWs. I-V measurements of the device have been made at room temperature under dark conditions. The heterojunction diode parameters such as turn-on voltage, reverse saturation current (I0), ideality factor (), barrier height (B) and series resistance (Rs) have been determined from the I-V curves using Schottky equations. The device shows promising characteristics as a candidate for producing heterojunction diodes.","ja":"A nanostructured poly (o-toluidine)/silicon nanowires (NPOT/SiNWs) heterojunction has been fabricated with a low cost and simple techniques, where NPOT has been in situ polymerized upon SiNWs synthesized by chemical etching of a silicon wafer. The morphology of SiNWs before and after deposition of NPOT has been examined by scanning electron microscope (SEM). The chemical composition of NPOT has been investigated by Fourier transform infrared (FTIR), ultraviolet-visible (UV-visible) spectroscopy, and X-ray diffraction (XRD) techniques. NPOT morphology has also been examined by SEM before being deposited on the SiNWs. I-V measurements of the device have been made at room temperature under dark conditions. The heterojunction diode parameters such as turn-on voltage, reverse saturation current (I0), ideality factor (), barrier height (B) and series resistance (Rs) have been determined from the I-V curves using Schottky equations. The device shows promising characteristics as a candidate for producing heterojunction diodes."},"publication_date":"2015-02-03","publication_name":{"en":"Journal of Nanophotonics","ja":"Journal of Nanophotonics"},"volume":"Vol.9","number":"No.1","starting_page":"093093-1","ending_page":"093093-12","languages":["eng"],"referee":true,"identifiers":{"doi":["10.1117/1.JNP.9.093093"],"issn":["1934-2608"]},"published_paper_type":"scientific_journal"},"priority":"input_data"} line:14, {"insert":{"user_id":"5000091366","type":"published_papers"},"similar_merge":{"see_also":[{"@id":"http://id.ndl.go.jp/bib/024281841","label":"url"},{"@id":"https://cir.nii.ac.jp/crid/1390001204611479040/","label":"url"},{"@id":"https://www.scopus.com/record/display.url?eid=2-s2.0-84902173630&origin=inward","label":"url"},{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=259964","label":"url"}],"paper_title":{"en":"Content-Based Similar Image Retrieval Using Wavelet Packet Transform","ja":"ウェーブレットパケット変換による内容に基づく類似画像検索"},"authors":{"en":[{"name":"Tsuji Akinori"},{"name":"Terada Kenji"},{"name":"Oe Shunichiro"}],"ja":[{"name":"辻 明典"},{"name":"寺田 賢治"},{"name":"大恵 俊一郎"}]},"description":{"en":"The content-based image retrieval system is a technique for retrieving images on the basis of automatically extracted features such as color, texture and shape. In this paper, we propose a similar image retrieval method by the wavelet packet transform for feature extraction of an image. The wavelet packet transform enables good approximation of an image because it allows better frequency resolution and much higher precision and flexibility in the selection of the bases. A query and all database images are transformed into the wavelet packet bases by the wavelet packet transform, and the optimal bases are chosen from the full-quad wavelet packet tree by the best basis algorithm. The structure of the optimal wavelet packet tree for similar images tends to be similar to each other. Our retrieving algorithm makes use of the structure of this wavelet packet tree and Euclid distance. The experiments were performed on the very large-image database containing 60,000 images from Corel Gallery. We evaluate the ability of our proposed retrieval method using a Recall-Precision graph. From this result, it is clarified that our proposed method provides greater accuracy, average Recall 25.96% and average Precision 60.0%. We also indicated that it is possible to easily obtain similar images from the very large-image database.","ja":"内容に基づく画像検索は,画像に手動でキーワードを付加することなく画像から抽出した特徴量に基づいて画像を検索する手法である.本論文では,画像の特徴量の抽出にウェーブレットパケット変換を用いて類似画像を検索する手法を提案する.提案手法では,まずウェーブレットパケット変換が時間・周波数領域において分割パターンを自由に選択できることを利用し,画像の局所的・大域的な変化を詳細に解析する.次に,ウェーブレットパケット変換の結果にCoifman らの提案する最良基底アルゴリズムを適用してウェーブレットパケットツリーを得る.ここで,類似画像の間ではウェーブレットパケットツリーの形状も相似となる特徴があるため,これを画像データベースの分類に応用することで検索対象範囲を大幅に減らせることを示す.ユーザによる検索質問画像と画像データベースの画像の類似性は,ウェーブレットパケットツリーの形状を表す特徴ベクトルの比較並びにユークリッド距離を求めることで評価を行う.提案手法の実験として,6 万枚の画像より構成される大規模な類似画像検索システムを構築し,画像検索システムの検索効率を再現率・適合率の指標を用いて評価を行う.実験結果として,平均再現率 25.96%,平均適合率60.0%が達成され,提案手法がより多くの類似画像を検索することを実証できた."},"publication_date":"2013-01-30","publication_name":{"en":"The Journal of the Institute of Image Electronics Engineers of 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{"insert":{"user_id":"5000091366","type":"presentations","id":"30400691"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=363253","label":"url"}],"presentation_title":{"en":"Detection of Various Vehicles Using YOLO Object Detector","ja":"Detection of Various Vehicles Using YOLO Object Detector"},"presenters":{"en":[{"name":"Abdelrahman Maher Abdelkader Harras"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"Abdelrahman Maher Abdelkader Harras"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"Proceedings of the 26th International Workshop on Frontiers of Computer Vision (IW-FCV 2020)","ja":"Proceedings of the 26th International Workshop on Frontiers of Computer Vision (IW-FCV 2020)"},"publication_date":"2020-02-20","languages":["eng"],"location":{"en":"Kagoshima","ja":"Kagoshima"},"description":{"en":"本論文では,YOLO(You Look Only Onse)アルゴリズムを用いて多種多様な自動車を検出する手法を提案する.この手法では,従来あるような検出窓を走査させることなく,自動車が映っている画像にCNN(Convolutional Neural Network)を適用することで,色や形,大きさの異なる多種多様な自動車を検出することが可能である.さらに実際の多種多様な自動車が映っている前方車載カメラ映像に対して本手法を適用して有効性を検証した実験について示した.","ja":"本論文では,YOLO(You Look Only Onse)アルゴリズムを用いて多種多様な自動車を検出する手法を提案する.この手法では,従来あるような検出窓を走査させることなく,自動車が映っている画像にCNN(Convolutional Neural Network)を適用することで,色や形,大きさの異なる多種多様な自動車を検出することが可能である.さらに実際の多種多様な自動車が映っている前方車載カメラ映像に対して本手法を適用して有効性を検証した実験について示した."},"is_international_presentation":true},"priority":"input_data"} line:5, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400692"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=352871","label":"url"}],"presentation_title":{"en":"Drowsiness Detection by Facial Features and Hand Gestures Using Deep learning","ja":"Drowsiness Detection by Facial Features and Hand Gestures Using Deep learning"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"The International Council on Electrical Engineering Conference 2019(ICEE2019)","ja":"The International Council on Electrical Engineering Conference 2019(ICEE2019)"},"publication_date":"2019-07-05","languages":["eng"],"location":{"en":"Hong Kong","ja":"Hong Kong"},"description":{"en":"Drowsiness detection is one of the interesting research for computer vision regarding drivers fatigue. Previous studies of drowsiness detection has mainly focused on tracking of the eyes and mouth conditions like eyes blinking, yawing, and so on. The detection of hand gesture is also commonly used as the sign of drowsiness such as the hand cover on mouth and with the closure of the eyes by this hand gesture sign. The applications of this research can expand from only the observation of drowsiness for drivers to observing the status of drowsiness at other environments, for example, call center agents, control room observers, and air traffic controllers. Our proposed system integrates traditional machine learning and deep learning algorithms to increase the performance of accurate detection using four stages as the following. The first stage is the detection of eyes and mouth in the scene. The second stage is skin color detection to extract the face and hands area. The third stage is classification using deep learning to recognize the status of person. Final fourth stage is to detect the signs of drowsiness automatically. For the eyes and mouth detection, our system used a feature detection based on the Haar cascade classifiers. YCbCr color space is used for the skin-color detection if the mouth detection is failed. Three transfer learning convolutional neural network (CNN) models in order to classify the status of eyes, mouth and hand gestures. The images for evaluation were processed by MATLAB, we applied GoogLeNet learned by three datasets consists of eyes opened and closed, mouth opened and closed, and hand over mouth images. Finally, the drowsiness is successfully recognized in the following cases: (1) The eyes are closed more than normal blinking rate and less than the full closure due to sleep and open the mouth. (2) The eyes are closed and the hand covered on the mouth. The system achieved the classification ratio of drowsiness signs average 96.6 %.","ja":"Drowsiness detection is one of the interesting research for computer vision regarding drivers fatigue. Previous studies of drowsiness detection has mainly focused on tracking of the eyes and mouth conditions like eyes blinking, yawing, and so on. The detection of hand gesture is also commonly used as the sign of drowsiness such as the hand cover on mouth and with the closure of the eyes by this hand gesture sign. The applications of this research can expand from only the observation of drowsiness for drivers to observing the status of drowsiness at other environments, for example, call center agents, control room observers, and air traffic controllers. Our proposed system integrates traditional machine learning and deep learning algorithms to increase the performance of accurate detection using four stages as the following. The first stage is the detection of eyes and mouth in the scene. The second stage is skin color detection to extract the face and hands area. The third stage is classification using deep learning to recognize the status of person. Final fourth stage is to detect the signs of drowsiness automatically. For the eyes and mouth detection, our system used a feature detection based on the Haar cascade classifiers. YCbCr color space is used for the skin-color detection if the mouth detection is failed. Three transfer learning convolutional neural network (CNN) models in order to classify the status of eyes, mouth and hand gestures. The images for evaluation were processed by MATLAB, we applied GoogLeNet learned by three datasets consists of eyes opened and closed, mouth opened and closed, and hand over mouth images. Finally, the drowsiness is successfully recognized in the following cases: (1) The eyes are closed more than normal blinking rate and less than the full closure due to sleep and open the mouth. (2) The eyes are closed and the hand covered on the mouth. The system achieved the classification ratio of drowsiness signs average 96.6 %."},"is_international_presentation":true},"priority":"input_data"} line:6, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400693"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=352973","label":"url"}],"presentation_title":{"en":"Classifictaion of Hand Over Face Gestures using Deep Learning","ja":"Classifictaion of Hand Over Face Gestures using Deep Learning"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"The Fourteenth International Conference on Quality Control by Artificial Vision 2019(QCAV2019)","ja":"The Fourteenth International Conference on Quality Control by Artificial Vision 2019(QCAV2019)"},"publication_date":"2019-05-17","languages":["eng"],"promoter":{"en":"SPIE The International Society for Optical Engineering","ja":"SPIE The International Society for Optical Engineering"},"location":{"en":"Mulhouse, France","ja":"Mulhouse, France"},"description":{"en":"FFacial expressions and hand gestures are recognized as a part of human emotions especially in a feeling of fatigue signs. In computer vision research, a positioning of hand over face is one of the challenging problem caused by difficulty of the difference of skin color for hands and face. In this paper, we present a method for classifying six positions of the hand over face which is able to identify the signs of feeling fatigue for the visual display terminal (VDT) workers. We apply a deep learning method in order to compare with the methods used the face and skin colors detection, processing the edge detection and feature extraction algorithms. In addition, GoogleNet is used for training a data set made in the simulated VDT workers environment. The data set includes 1,440 images, the participants from several countries, Egypt, Japan, Bangladesh, Mongolia and Rwanda to cover a wide range of skin tones. The data set is categorized by six groups of the positions of hand over face. These groups consist of hands on a forehead, eyes, nose, mouth, right and left face. The experiments were performed using MATLAB to implement our proposed method. The system achieved average recognition ratio 99.3 % in all hand over face gestures.","ja":"FFacial expressions and hand gestures are recognized as a part of human emotions especially in a feeling of fatigue signs. In computer vision research, a positioning of hand over face is one of the challenging problem caused by difficulty of the difference of skin color for hands and face. In this paper, we present a method for classifying six positions of the hand over face which is able to identify the signs of feeling fatigue for the visual display terminal (VDT) workers. We apply a deep learning method in order to compare with the methods used the face and skin colors detection, processing the edge detection and feature extraction algorithms. In addition, GoogleNet is used for training a data set made in the simulated VDT workers environment. The data set includes 1,440 images, the participants from several countries, Egypt, Japan, Bangladesh, Mongolia and Rwanda to cover a wide range of skin tones. The data set is categorized by six groups of the positions of hand over face. These groups consist of hands on a forehead, eyes, nose, mouth, right and left face. The experiments were performed using MATLAB to implement our proposed method. The system achieved average recognition ratio 99.3 % in all hand over face gestures."},"is_international_presentation":true},"priority":"input_data"} line:7, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400694"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=350397","label":"url"}],"presentation_title":{"en":"Advanced Prevention for \"KAROSHI\" using Artificial Intelligence","ja":"Advanced Prevention for \"KAROSHI\" using Artificial Intelligence"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"Nature's 150th Anniversary Symposium","ja":"Nature's 150th Anniversary Symposium"},"publication_date":"2019-04-04","languages":["eng"],"location":{"en":"Tokyo","ja":"Tokyo"},"description":{"en":"KAROSHI, death from overwork, is a well-known word, especially in Japan. There are government efforts to prevent the occurrence of KAROSHI, however, Japanese still suffer as log hours work persist. In the current research, our system can be recognized several facial features and body signs regarding of stress and fatigure caused by overwork such as a headache, neck , shoulder, and back pain. Of the recognition,we used a general webcam with PC to implemet the acritical intelligence algorithm. Our AI system has achieved the recognition of stress and fatigure signs precisely with high accuracy of 95.0%. This system contributes to restrain Japanese KAROSHI in the near future.","ja":"KAROSHI, death from overwork, is a well-known word, especially in Japan. There are government efforts to prevent the occurrence of KAROSHI, however, Japanese still suffer as log hours work persist. In the current research, our system can be recognized several facial features and body signs regarding of stress and fatigure caused by overwork such as a headache, neck , shoulder, and back pain. Of the recognition,we used a general webcam with PC to implemet the acritical intelligence algorithm. Our AI system has achieved the recognition of stress and fatigure signs precisely with high accuracy of 95.0%. This system contributes to restrain Japanese KAROSHI in the near future."},"is_international_presentation":true},"priority":"input_data"} line:8, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400695"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=349796","label":"url"}],"presentation_title":{"en":"Multi-People Tracking in Indoor Video Surveillance System","ja":"Multi-People Tracking in Indoor Video Surveillance System"},"presenters":{"en":[{"name":"Abudoureheman Tuniyazi"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"TUNIYAZI ABUDOUREHEMAN"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"the 5th IEEJ international workshop on Sensing, Actuation, Motion Control, and Optimization (SAMCON2019)","ja":"the 5th IEEJ international workshop on Sensing, Actuation, Motion Control, and Optimization (SAMCON2019)"},"publication_date":"2019-03-06","languages":["eng"],"promoter":{"en":"The Institute of Electrical Engineers of Japan","ja":"The Institute of Electrical Engineers of Japan"},"location":{"en":"Chiba","ja":"Chiba"},"description":{"en":"本稿では,屋内監視カメラから得られる映像から複数人物の追跡手法を提案する.屋内では人同士が密集しやすく重なりやすく,さらに各々の人の歩く速度や姿勢が大きく変わるため,個々の人の追跡が難しい.本手法では,カルマンフィルタを改良して適用することで,予測しながら複数の人を同時に追跡することを可能にした.本手法の有効性を検証する実験で,高い精度で複数人物を追跡できることを示した.","ja":"本稿では,屋内監視カメラから得られる映像から複数人物の追跡手法を提案する.屋内では人同士が密集しやすく重なりやすく,さらに各々の人の歩く速度や姿勢が大きく変わるため,個々の人の追跡が難しい.本手法では,カルマンフィルタを改良して適用することで,予測しながら複数の人を同時に追跡することを可能にした.本手法の有効性を検証する実験で,高い精度で複数人物を追跡できることを示した."},"is_international_presentation":true},"priority":"input_data"} line:9, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400696"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=348927","label":"url"}],"presentation_title":{"en":"Waving-Hand Steganography Embedded in a Backlight of an LCD","ja":"Waving-Hand Steganography Embedded in a Backlight of an LCD"},"presenters":{"en":[{"name":"Morita Shogo"},{"name":"Tsuji Akinori"},{"name":"Tokimoto Toyotaro"},{"name":"Yamamoto Hirotsugu"}],"ja":[{"name":"森田 渉吾"},{"name":"辻 明典"},{"name":"時本 豊太郎"},{"name":"山本 裕紹"}]},"event":{"en":"Proc. of The International Display Workshops","ja":"Proc. of The International Display Workshops"},"publication_date":"2018-12-13","languages":["eng"],"location":{"en":"Nagoya","ja":"Nagoya"},"is_international_presentation":true},"priority":"input_data"} line:10, {"insert":{"user_id":"5000091366","type":"presentations","id":"30400697"},"force":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=348755","label":"url"}],"presentation_title":{"en":"Recognition of Fatigue Sings using Artificial Intelligence","ja":"Recognition of Fatigue Sings using Artificial Intelligence"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"Proceedings of the 1st Scinetific Conference Advanced and New Approaches in Physical Therapy","ja":"Proceedings of the 1st Scinetific Conference Advanced and New Approaches in Physical Therapy"},"publication_date":"2018-12-13","languages":["eng"],"promoter":{"en":"ミスル科学技術大学","ja":"ミスル科学技術大学"},"location":{"en":"Cairo","ja":"Cairo"},"description":{"en":"The shoulder, neck and lower back pains, as well as headaches caused by eyestrain, are among the most common signs of fatigue due to by sitting in front of the computer long time without taking rest or exercise. In this paper, we present a proposal for a database of images that include hand poses with the head, shoulders and neck as the signs of fatigue. The database includes images taken by eight cameras with different angles and cover a wide range of human skin color. We introduce a system to recognize the fatigue signs Based on the Artificial Intelligent (Al) algorithms. The machine learning (ML) is used for face detection and human skin-color. The deep learning(DL) is used for classification of hand poses with the head, neck and shoulders.As the results, we have achieved high accuracy of detection and classification, 92% for face detection, 99 % for skin-color detection and 85 % for classification of hand poses.","ja":"The shoulder, neck and lower back pains, as well as headaches caused by eyestrain, are among the most common signs of fatigue due to by sitting in front of the computer long time without taking rest or exercise. In this paper, we present a proposal for a database of images that include hand poses with the head, shoulders and neck as the signs of fatigue. The database includes images taken by eight cameras with different angles and cover a wide range of human skin color. We introduce a system to recognize the fatigue signs Based on the Artificial Intelligent (Al) algorithms. The machine learning (ML) is used for face detection and human skin-color. The deep learning(DL) is used for classification of hand poses with the head, neck and shoulders.As the results, we have achieved high accuracy of detection and classification, 92% for face detection, 99 % for skin-color detection and 85 % for classification of hand poses."},"is_international_presentation":true},"priority":"input_data"} line:11, {"insert":{"user_id":"5000091366","type":"presentations"},"similar_merge":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=340214","label":"url"}],"presentation_title":{"en":"Visual Fatigue Recognition Using Facial Features and Hand Poses for VDT Workers","ja":"Visual Fatigue Recognition Using Facial Features and Hand Poses for VDT Workers"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"Proceedings of the International Conference on Electrical Engineering (ICEE2018)","ja":"Proceedings of the International Conference on Electrical Engineering (ICEE2018)"},"publication_date":"2018-06-27","languages":["eng"],"location":{"en":"Seoul","ja":"Seoul"},"description":{"en":"画像処理を用いてVDT作業者の疲労動作の認識手法を提案した.本手法ではディスプレイに装着されたカメラから得られる映像を用いて,VDT作業者の疲労具合を手の動きや顔の特徴量によって自動認識する手法である.ここでは肌色領域の変化に着目することで,顔や手の動きに検出し,さらにあくぶ,ほおづえ,目のマッサージなどの姿勢を認識する手法を開発した.さらに本手法の有効性を検証する実験において,約90%の精度で認識することができた.","ja":"画像処理を用いてVDT作業者の疲労動作の認識手法を提案した.本手法ではディスプレイに装着されたカメラから得られる映像を用いて,VDT作業者の疲労具合を手の動きや顔の特徴量によって自動認識する手法である.ここでは肌色領域の変化に着目することで,顔や手の動きに検出し,さらにあくぶ,ほおづえ,目のマッサージなどの姿勢を認識する手法を開発した.さらに本手法の有効性を検証する実験において,約90%の精度で認識することができた."},"is_international_presentation":true},"priority":"input_data"} line:12, {"insert":{"user_id":"5000091366","type":"presentations"},"similar_merge":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=335834","label":"url"}],"presentation_title":{"en":"Motion-Based Detection and Tracking of Multiple Pedestrians","ja":"Motion-Based Detection and Tracking of Multiple Pedestrians"},"presenters":{"en":[{"name":"Abdel Rahman Maher Harras"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ABDEL RAHMAN MAHER HARRAS"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"19th International Conference on Computer Vision and Machine Learning(ICCVML2017)","ja":"19th International Conference on Computer Vision and Machine Learning(ICCVML2017)"},"publication_date":"2017-12-28","languages":["eng"],"description":{"en":"本論文では,画像処理を用いて,複数の人の検出と追跡ができる手法を提案した.本手法では,背景差分を用いて人領域を抽出した上で,GMMを用いることで映像の中から移動する人を決定し,さらにカルマンフィルタによって人の追跡することができる.本手法を用いることで進行方向別の人数を計測することが可能となる.本手法の有効性を検証するために実験を行なったところ,約87%の精度で人が検出でき,約77%の精度で人が追跡できることがわかった.","ja":"本論文では,画像処理を用いて,複数の人の検出と追跡ができる手法を提案した.本手法では,背景差分を用いて人領域を抽出した上で,GMMを用いることで映像の中から移動する人を決定し,さらにカルマンフィルタによって人の追跡することができる.本手法を用いることで進行方向別の人数を計測することが可能となる.本手法の有効性を検証するために実験を行なったところ,約87%の精度で人が検出でき,約77%の精度で人が追跡できることがわかった."},"is_international_presentation":true},"priority":"input_data"} line:13, {"insert":{"user_id":"5000091366","type":"presentations"},"similar_merge":{"see_also":[{"@id":"https://web.db.tokushima-u.ac.jp/cgi-bin/edb_browse?EID=334315","label":"url"}],"presentation_title":{"en":"Burnout Recognition for Call Center Agents by Using Skin Color Detection with Hand Poses","ja":"Burnout Recognition for Call Center Agents by Using Skin Color Detection with Hand Poses"},"presenters":{"en":[{"name":"Elsayed Abdelghany Mohamed Abousharara"},{"name":"Tsuji Akinori"},{"name":"Terada Kenji"}],"ja":[{"name":"ELSAYED ABDELGHANY MOHAMED ABOUSHARARA"},{"name":"辻 明典"},{"name":"寺田 賢治"}]},"event":{"en":"19th International Conference on Science, Engineering and Technology(ICSET2017)","ja":"19th International Conference on Science, Engineering and Technology(ICSET2017)"},"publication_date":"2017-09-25","languages":["eng"],"description":{"en":"本論文では,ディスプレイ上の設置されたカメラ画像から顔周辺での手の動きに着目したVDT作業者の疲労度認識手法を提案した.本手法ではカメラから連続的に得られる映像を用いて,手が肩や首をもむ動作を認識することで被験者の疲労具合を認識するものである.本手法の有効性を検証するために,実際に正常な被験者と,疲労した被験者に対して実験を行なったところ,高い精度で検出で疲労具合を認識できることがわかった.","ja":"本論文では,ディスプレイ上の設置されたカメラ画像から顔周辺での手の動きに着目したVDT作業者の疲労度認識手法を提案した.本手法ではカメラから連続的に得られる映像を用いて,手が肩や首をもむ動作を認識することで被験者の疲労具合を認識するものである.本手法の有効性を検証するために,実際に正常な被験者と,疲労した被験者に対して実験を行なったところ,高い精度で検出で疲労具合を認識できることがわかった."},"is_international_presentation":true},"priority":"input_data"} line:14, 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