[1]. Estimation of chlorophyll and carotenoid content in tea leaves using UAV hyperspectral data with the PROSPECT-D+SAIL model JARQ : Japan Agricultural Research Quarterly / - (2026) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Yuta TSUCHIYA, Yuhei HIRONO, Haruyuki SEKI, and Rei SONOBE [Notes] 解析及び論文の執筆を担当した. [2]. Temporal deep learning for multi-crop classification in Hokkaido, Japan using multitemporal SuperDove imagery Geocarto International 40/1 - 2596969 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Yuta Tsuchiya and Rei Sonobe [Notes] 解析及び論文の執筆を担当した. [DOI] [3]. Optimizing chlorophyll content prediction in tea leaves via spectral transformations and deep learning BMC Plant Biology / - (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Yuta Tsuchiya, Keita Yoshida, Yoshiki Ishiguro, Jumpei Kawaki, Hiroto Yamashita, Takashi Ikka and Rei Sonobe [Notes] 解析及び論文の執筆を担当した. [DOI] [4]. Estimating Chlorophyll Content in Tea Leaves Using Spectral Reflectance and Deep Learning Methods Ecological Informatics 91/ - 103399 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Yuta Tsuchiya, Yuhei Hirono and Rei Sonobe [Notes] 解析及び論文の執筆を担当した. [DOI] [5]. Chlorophyll and Carotenoid Content Estimation Using Hyperspectral Reflectance Data from a Compact Spectrometer and Fractal-Order Derivative Analysis International Journal of Remote Sensing / - (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Yuta Tsuchiya, Yuhei Hirono, Haruyuki Seki and Rei Sonobe [Notes] 解析及び論文の執筆を担当した. [DOI]
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[1]. (2021) [Book type]book(educational) [Sole author, co-author, or author and editor] contributor [Author]薗部 礼 [Total page number] 320 [REP page number] 187-191 [2]. (2020) [Book type]book(educational) [Sole author, co-author, or author and editor] contributor [Author]薗部 礼 [Total page number] 127 [REP page number] 63-67 [3]. Hyperspectral Indices and Image Classifications for Agriculture and Vegetation 2nd Edition CRC Press (2018) [Book type]book(research) [Sole author, co-author, or author and editor] joint work [Author]Quan Wang, Jia Jin, Rei Sonobe, Jing Ming Chen [Range] 27-63 |
[1]. GANを用いたALOS-2四偏波SARからRGB画像の生成と評価 日本写真測量学会令和7年度秋季学術講演会 (2025/11/21) other [Presenter]島岡 裕史,薗部 礼,望月 貫一郎 [Notes] 山形県山形市 [2]. クロロフィルa・bおよびカロテノイド含量の推定におけるVision Transformerの適用 日本写真測量学会令和7年度秋季学術講演会 (2025/11/20) other [Presenter]薗部 礼,山下寛人,森田明雄,一家崇志 [Notes] 山形県山形市 [3]. PALSAR-2およびPlanetScopeを用いたGANによるSAR-光学画像変換SAR-to-Optical Image Translation Using GANs with PALSAR-2 and PlanetScope 2025年度(第74回)農業農村工学会大会講演会 (2025/9/2) other [Presenter]薗部 礼 [Notes] 宇都宮大学 [4]. 敵対的生成ネットワークを活用した森林域におけるSAR画像からの光学画像生成 日本写真測量学会令和7年度年次学術講演会 (2025/6/13) other [Presenter]薗部 礼,飯尾 淳弘,島村 秀樹,望月 貫一郎 [Notes] 東京大学生産技術研究所 [5]. APPLICATION OF PLANETSCOPE DATA TO MONITOR CULTIVATED CROPS International Symposium on Remote Sensing (ISRS 2025) (2025/5/15) other [Presenter]YUTA TSUCHIYA, HIROSHI TANI, ATSUSHI KIMURA, REI SONOBE [Notes] Incheon, Korea
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[1]. 敵対的生成ネットワーク(GAN)による農作物モニタリングの新展開 ( 2025/4 ~ 2028/3 ) Grant-in-Aid for Scientific Research (C) leader [2]. 分光反射特性計測とマルチモーダル土壌センシングによる茶園の窒素栄養状態の評価 ( 2025/4 ~ 2028/3 ) Grant-in-Aid for Scientific Research (B) member [3]. 機械学習を活用した分光反射特性からの茶樹生葉の品質・ストレス評価 ( 2019/4 ~ 2022/3 ) Grant-in-Aid for Scientific Research (C) leader [4]. リモートセンシングを活用したオアシスのモニタリングに関する研究 ( 2015/8 ~ 2017/3 ) Grant-in-Aid for Research Activity Start-up leader [5]. リモートセンシングを用いた農業環境のモニタリングに関する研究 ( 2014/4 ~ 2015/3 ) Grant-in-Aid for JSPS Fellows leader |
[1]. Encouragement Award for Applied Surveying Papers Enhancing Crop Classification Using Sentinel-1C SAR Data and GAN-Generated Imagery (2025/8) [Winner] Rei Sonobe, Hiroshi Tani, Hideki Shimamura and Kan-ichiro Mochizuki [Association] Japan Association of Surveyors [2]. Shizuoka Council Award for University-Launched Ventures Evaluation of Tea Leaf Quality Utilizing a Micro-Spectrometer (2024/7) [3]. JSPRS Award (2023/5) [Association] Japan Society for Photogrammetry and Remote Sensing [4]. JSPRS Young Researcher Award (2018/5) [Association] Japan Society of Photogrammetry and Remote Sensing |
[1]. 日本写真測量学会令和5年度秋季学術講演会 (2023/11) [Role at conference, etc.] other [Site of conference, etc.] 盛岡市 [2]. 日本写真測量学会 令和5年度年次学術講演会 (2023/5) [Role at conference, etc.] other [Site of conference, etc.] 東京都 [3]. 日本写真測量学会令和3年度秋季学術講演会 (2021/10) [Role at conference, etc.] other [Site of conference, etc.] 北海道帯広市 [Notes] ハイブリッド方式(現地開催とWEB開催の併用) [4]. 日本写真測量学会令和3年度年次学術講演会 (2021/5) [Role at conference, etc.] other [Site of conference, etc.] 東京都 [Notes] オンライン開催 [5]. 日本写真測量学会令和2年度秋季学術講演会 (2020/11) [Role at conference, etc.] other [Site of conference, etc.] 郡山中央公民館・勤労青少年ホーム(福島県郡山市)
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[1]. 日本写真測量学会・評議員 (2020/5 ) [2]. Remote Sensing, Reviewer Board (2019/4 ) [3]. 日本写真測量学会・講演会実行委員会 (2017/5 )
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