[1]. Crop Classification Using Time-Series Sentinel-1 SAR Data: A Comparison of LSTM, GRU, and TCN with Attention
Remote Sensing 17/12 - 2095 (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] 論文全体の執筆，確認を行った。
[DOI]
[2]. Improving crop classification accuracy using Sentinel-1 C-SAR data and GAN-generated optical images
Journal of Applied Remote Sensing 19/2 - 024505 (2025) [Refereed] refereed [Internationally co-authored papers] internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroshi Tani, Meher Zadi, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの作成，論文作成全般を担当した。
[DOI]
[3]. Addition of fake imagery generated by generative adversarial networks for improving crop classification
Advances in Space Research 74/7 2901-2914 (2024) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroshi Tani, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの解析，論文作成の全般を担当した。
[DOI]
[4]. Carotenoid Content Estimation in Tea Leaves Using Noisy Reflectance Data
Remote Sensing 15/17 - 4303 (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe and Yuhei Hirono [Notes] 分光計測，解析及び執筆を行った．
[DOI]
[5]. Comparison of SAR-Optical translation frameworks based on Generative Adversarial Networks (GAN)
Journal of the Japan Society of Photogrammetry and Remote Sensing / - (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部 礼, 関 晴之, 飯尾 淳弘, 島村 秀樹, 望月 貫一郎, 齋藤 元也, 吉野 邦 [Notes] 解析及び論文作成全般を担当した．
|
[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]. 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
[2]. 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
[3]. COMPARATIVE ANALYSIS OF CYCLEGAN AND PIX2PIX FOR SAR-TO-OPTICAL IMAGE TRANSLATION ACROSS FOUR LAND COVER TYPES
International Symposium on Remote Sensing (ISRS 2025) （2025/5/14） other
[Presenter]HIROFUMI SHIMAOKA, KAN-ICHIRO MOCHIZUKI, HIDEKI SHIMAMURA, KAHO URUNO, AYANE HAMA, REI SONOBE
[Notes] Incheon, Korea
[4]. GAN-BASED DEM-TO-ORTHO IMAGE TRANSLATION USING LUNAR ORBITER KAGUYA TERRAIN CAMERA DATA
International Symposium on Remote Sensing (ISRS 2025) （2025/5/14） other
[Presenter]YUKI SANO, KAN-ICHIRO MOCHIZUKI, HIDEKI SHIMAMURA, REI SONOBE
[Notes] Incheon, Korea
[5]. 月周回衛星「かぐや」データを用いたGANによる標高データ-オルソ画像変換
日本写真測量学会令和6年度年次学術講演会 （2024/11/14） other
[Presenter]佐野 有輝，島村 秀樹，望月 貫一郎，薗部 礼
[Notes] 愛媛県松山市
|
[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]. 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
[3]. 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
[4]. 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]. Shizuoka Council Award for University-Launched Ventures Evaluation of Tea Leaf Quality Utilizing a Micro-Spectrometer （2024/7)
[2]. JSPRS Award （2023/5)
[Association] Japan Society for Photogrammetry and Remote Sensing
[3]. 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）
|
[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 )
|