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For: Madec S, Baret F, de Solan B, Thomas S, Dutartre D, Jezequel S, Hemmerlé M, Colombeau G, Comar A. High-Throughput Phenotyping of Plant Height: Comparing Unmanned Aerial Vehicles and Ground LiDAR Estimates. Front Plant Sci 2017;8:2002. [PMID: 29230229 PMCID: PMC5711830 DOI: 10.3389/fpls.2017.02002] [Citation(s) in RCA: 115] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Accepted: 11/09/2017] [Indexed: 05/19/2023]
Number Cited by Other Article(s)
1
Sweet DD, Tirado SB, Cooper J, Springer NM, Hirsch CD, Hirsch CN. Temporally resolved growth patterns reveal novel information about the polygenic nature of complex quantitative traits. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024. [PMID: 39462452 DOI: 10.1111/tpj.17092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2024] [Revised: 09/29/2024] [Accepted: 10/08/2024] [Indexed: 10/29/2024]
2
Li Y, Li C, Cheng Q, Chen L, Li Z, Zhai W, Mao B, Chen Z. Precision estimation of winter wheat crop height and above-ground biomass using unmanned aerial vehicle imagery and oblique photoghraphy point cloud data. FRONTIERS IN PLANT SCIENCE 2024;15:1437350. [PMID: 39359624 PMCID: PMC11446220 DOI: 10.3389/fpls.2024.1437350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 08/30/2024] [Indexed: 10/04/2024]
3
Farhan SM, Yin J, Chen Z, Memon MS. A Comprehensive Review of LiDAR Applications in Crop Management for Precision Agriculture. SENSORS (BASEL, SWITZERLAND) 2024;24:5409. [PMID: 39205103 PMCID: PMC11360157 DOI: 10.3390/s24165409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 07/27/2024] [Accepted: 08/13/2024] [Indexed: 09/04/2024]
4
Rodriguez-Sanchez J, Snider JL, Johnsen K, Li C. Cotton morphological traits tracking through spatiotemporal registration of terrestrial laser scanning time-series data. FRONTIERS IN PLANT SCIENCE 2024;15:1436120. [PMID: 39148622 PMCID: PMC11325728 DOI: 10.3389/fpls.2024.1436120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 07/04/2024] [Indexed: 08/17/2024]
5
Wang K, Pu X, Li B. Automated Phenotypic Trait Extraction for Rice Plant Using Terrestrial Laser Scanning Data. SENSORS (BASEL, SWITZERLAND) 2024;24:4322. [PMID: 39001100 PMCID: PMC11244486 DOI: 10.3390/s24134322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 06/21/2024] [Accepted: 07/01/2024] [Indexed: 07/16/2024]
6
Zheng Y, Hui X, Cai D, Shoukat MR, Wang Y, Wang Z, Ma F, Yan H. Calibrating ultrasonic sensor measurements of crop canopy heights: a case study of maize and wheat. FRONTIERS IN PLANT SCIENCE 2024;15:1354359. [PMID: 38903436 PMCID: PMC11188359 DOI: 10.3389/fpls.2024.1354359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/11/2024] [Indexed: 06/22/2024]
7
Leconte JML, Marco M, Nicolas B, Gabriela B, Sébastien C, Olivier C, Alexis C, Marc L, Rémy M, Nicolas P, Camille T, Clémence P, Virginie MT, Langlade NB. Multi-scale characterisation of cold response reveals immediate and long-term impacts on cell physiology up to seed composition in sunflower. PLANT, CELL & ENVIRONMENT 2024. [PMID: 38828995 DOI: 10.1111/pce.14941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 03/27/2024] [Accepted: 04/28/2024] [Indexed: 06/05/2024]
8
Su X, Nian Y, Shaghaleh H, Hamad A, Yue H, Zhu Y, Li J, Wang W, Wang H, Ma Q, Liu J, Li X, Alhaj Hamoud Y. Combining features selection strategy and features fusion strategy for SPAD estimation of winter wheat based on UAV multispectral imagery. FRONTIERS IN PLANT SCIENCE 2024;15:1404238. [PMID: 38799101 PMCID: PMC11116665 DOI: 10.3389/fpls.2024.1404238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Accepted: 04/17/2024] [Indexed: 05/29/2024]
9
Toda Y, Sasaki G, Ohmori Y, Yamasaki Y, Takahashi H, Takanashi H, Tsuda M, Kajiya-Kanegae H, Tsujimoto H, Kaga A, Hirai M, Nakazono M, Fujiwara T, Iwata H. Reaction norm for genomic prediction of plant growth: modeling drought stress response in soybean. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2024;137:77. [PMID: 38460027 PMCID: PMC10924738 DOI: 10.1007/s00122-024-04565-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 01/30/2024] [Indexed: 03/11/2024]
10
McGrath JM, Siebers MH, Fu P, Long SP, Bernacchi CJ. To have value, comparisons of high-throughput phenotyping methods need statistical tests of bias and variance. FRONTIERS IN PLANT SCIENCE 2024;14:1325221. [PMID: 38312358 PMCID: PMC10835710 DOI: 10.3389/fpls.2023.1325221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Accepted: 12/20/2023] [Indexed: 02/06/2024]
11
Gu Y, Ai H, Guo T, Liu P, Wang Y, Zheng H, Cheng T, Zhu Y, Cao W, Yao X. Comparison of two novel methods for counting wheat ears in the field with terrestrial LiDAR. PLANT METHODS 2023;19:134. [PMID: 38007501 PMCID: PMC10676603 DOI: 10.1186/s13007-023-01093-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 10/17/2023] [Indexed: 11/27/2023]
12
Cantürk M, Zabawa L, Pavlic D, Dreier A, Klingbeil L, Kuhlmann H. UAV-based individual plant detection and geometric parameter extraction in vineyards. FRONTIERS IN PLANT SCIENCE 2023;14:1244384. [PMID: 38034574 PMCID: PMC10682715 DOI: 10.3389/fpls.2023.1244384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 10/19/2023] [Indexed: 12/02/2023]
13
Micheletto MJ, Chesñevar CI, Santos R. Methods and Applications of 3D Ground Crop Analysis Using LiDAR Technology: A Survey. SENSORS (BASEL, SWITZERLAND) 2023;23:7212. [PMID: 37631749 PMCID: PMC10458473 DOI: 10.3390/s23167212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 08/12/2023] [Accepted: 08/14/2023] [Indexed: 08/27/2023]
14
Großkinsky DK, Faure JD, Gibon Y, Haslam RP, Usadel B, Zanetti F, Jonak C. The potential of integrative phenomics to harness underutilized crops for improving stress resilience. FRONTIERS IN PLANT SCIENCE 2023;14:1216337. [PMID: 37409292 PMCID: PMC10318926 DOI: 10.3389/fpls.2023.1216337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 06/08/2023] [Indexed: 07/07/2023]
15
Zang J, Jin S, Zhang S, Li Q, Mu Y, Li Z, Li S, Wang X, Su Y, Jiang D. Field-measured canopy height may not be as accurate and heritable as believed: evidence from advanced 3D sensing. PLANT METHODS 2023;19:39. [PMID: 37009892 PMCID: PMC10069135 DOI: 10.1186/s13007-023-01012-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 03/21/2023] [Indexed: 06/19/2023]
16
Khorsandi A, Tanino K, Noble SD. The effects of sampling and instrument orientation on LiDAR data from crop plots. FRONTIERS IN PLANT SCIENCE 2023;14:1087239. [PMID: 36998694 PMCID: PMC10043300 DOI: 10.3389/fpls.2023.1087239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 02/14/2023] [Indexed: 06/13/2023]
17
Craine EB, Davies A, Packer D, Miller ND, Schmöckel SM, Spalding EP, Tester M, Murphy KM. A comprehensive characterization of agronomic and end-use quality phenotypes across a quinoa world core collection. FRONTIERS IN PLANT SCIENCE 2023;14:1101547. [PMID: 36875583 PMCID: PMC9978749 DOI: 10.3389/fpls.2023.1101547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 01/09/2023] [Indexed: 06/18/2023]
18
AI meets UAVs: A survey on AI empowered UAV perception systems for precision agriculture. Neurocomputing 2023. [DOI: 10.1016/j.neucom.2022.11.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
19
Tao H, Xu S, Tian Y, Li Z, Ge Y, Zhang J, Wang Y, Zhou G, Deng X, Zhang Z, Ding Y, Jiang D, Guo Q, Jin S. Proximal and remote sensing in plant phenomics: 20 years of progress, challenges, and perspectives. PLANT COMMUNICATIONS 2022;3:100344. [PMID: 35655429 PMCID: PMC9700174 DOI: 10.1016/j.xplc.2022.100344] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 05/08/2022] [Accepted: 05/27/2022] [Indexed: 06/01/2023]
20
Serouart M, Madec S, David E, Velumani K, Lopez Lozano R, Weiss M, Baret F. SegVeg: Segmenting RGB Images into Green and Senescent Vegetation by Combining Deep and Shallow Methods. PLANT PHENOMICS (WASHINGTON, D.C.) 2022;2022:9803570. [PMID: 36451876 PMCID: PMC9680505 DOI: 10.34133/2022/9803570] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 08/26/2022] [Indexed: 05/30/2023]
21
Berger K, Machwitz M, Kycko M, Kefauver SC, Van Wittenberghe S, Gerhards M, Verrelst J, Atzberger C, van der Tol C, Damm A, Rascher U, Herrmann I, Paz VS, Fahrner S, Pieruschka R, Prikaziuk E, Buchaillot ML, Halabuk A, Celesti M, Koren G, Gormus ET, Rossini M, Foerster M, Siegmann B, Abdelbaki A, Tagliabue G, Hank T, Darvishzadeh R, Aasen H, Garcia M, Pôças I, Bandopadhyay S, Sulis M, Tomelleri E, Rozenstein O, Filchev L, Stancile G, Schlerf M. Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review. REMOTE SENSING OF ENVIRONMENT 2022;280:113198. [PMID: 36090616 PMCID: PMC7613382 DOI: 10.1016/j.rse.2022.113198] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
22
Li Y, Yang B, Zhou S, Cui Q. Identification lodging degree of wheat using point cloud data and convolutional neural network. FRONTIERS IN PLANT SCIENCE 2022;13:968479. [PMID: 36237498 PMCID: PMC9551654 DOI: 10.3389/fpls.2022.968479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 08/31/2022] [Indexed: 06/16/2023]
23
Nguyen PT, Shi F, Wang J, Badenhorst PE, Spangenberg GC, Smith KF, Daetwyler HD. Within and combined season prediction models for perennial ryegrass biomass yield using ground- and air-based sensor data. FRONTIERS IN PLANT SCIENCE 2022;13:950720. [PMID: 36003811 PMCID: PMC9393552 DOI: 10.3389/fpls.2022.950720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 07/06/2022] [Indexed: 06/15/2023]
24
Singh P, Pani A, Mujumdar AS, Shirkole SS. New strategies on the application of artificial intelligence in the field of phytoremediation. INTERNATIONAL JOURNAL OF PHYTOREMEDIATION 2022;25:505-523. [PMID: 35802802 DOI: 10.1080/15226514.2022.2090500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
25
Fujiwara R, Kikawada T, Sato H, Akiyama Y. Comparison of Remote Sensing Methods for Plant Heights in Agricultural Fields Using Unmanned Aerial Vehicle-Based Structure From Motion. FRONTIERS IN PLANT SCIENCE 2022;13:886804. [PMID: 35812919 PMCID: PMC9263916 DOI: 10.3389/fpls.2022.886804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 05/20/2022] [Indexed: 06/15/2023]
26
Xu R, Li C. A Review of High-Throughput Field Phenotyping Systems: Focusing on Ground Robots. PLANT PHENOMICS 2022;2022:9760269. [PMID: 36059604 PMCID: PMC9394113 DOI: 10.34133/2022/9760269] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 04/25/2022] [Indexed: 12/03/2022]
27
Individual Maize Location and Height Estimation in Field from UAV-Borne LiDAR and RGB Images. REMOTE SENSING 2022. [DOI: 10.3390/rs14102292] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
28
Toda Y, Sasaki G, Ohmori Y, Yamasaki Y, Takahashi H, Takanashi H, Tsuda M, Kajiya-Kanegae H, Lopez-Lozano R, Tsujimoto H, Kaga A, Nakazono M, Fujiwara T, Baret F, Iwata H. Genomic Prediction of Green Fraction Dynamics in Soybean Using Unmanned Aerial Vehicles Observations. FRONTIERS IN PLANT SCIENCE 2022;13:828864. [PMID: 35371133 PMCID: PMC8966771 DOI: 10.3389/fpls.2022.828864] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 02/21/2022] [Indexed: 05/25/2023]
29
Lee HS, Shin BS, Thomasson JA, Wang T, Zhang Z, Han X. Development of Multiple UAV Collaborative Driving Systems for Improving Field Phenotyping. SENSORS 2022;22:s22041423. [PMID: 35214326 PMCID: PMC8880027 DOI: 10.3390/s22041423] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 02/04/2022] [Accepted: 02/10/2022] [Indexed: 12/21/2022]
30
Comparing Methods to Extract Crop Height and Estimate Crop Coefficient from UAV Imagery Using Structure from Motion. REMOTE SENSING 2022. [DOI: 10.3390/rs14040810] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
31
UAV Oblique Imagery with an Adaptive Micro-Terrain Model for Estimation of Leaf Area Index and Height of Maize Canopy from 3D Point Clouds. REMOTE SENSING 2022. [DOI: 10.3390/rs14030585] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
32
Paux E, Lafarge S, Balfourier F, Derory J, Charmet G, Alaux M, Perchet G, Bondoux M, Baret F, Barillot R, Ravel C, Sourdille P, Le Gouis J. Breeding for Economically and Environmentally Sustainable Wheat Varieties: An Integrated Approach from Genomics to Selection. BIOLOGY 2022;11:149. [PMID: 35053148 PMCID: PMC8773325 DOI: 10.3390/biology11010149] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 01/10/2022] [Accepted: 01/11/2022] [Indexed: 12/21/2022]
33
González Guzmán M, Cellini F, Fotopoulos V, Balestrini R, Arbona V. New approaches to improve crop tolerance to biotic and abiotic stresses. PHYSIOLOGIA PLANTARUM 2022;174:e13547. [PMID: 34480798 PMCID: PMC9290814 DOI: 10.1111/ppl.13547] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 08/24/2021] [Accepted: 08/31/2021] [Indexed: 05/24/2023]
34
Langstroff A, Heuermann MC, Stahl A, Junker A. Opportunities and limits of controlled-environment plant phenotyping for climate response traits. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022;135:1-16. [PMID: 34302493 PMCID: PMC8741719 DOI: 10.1007/s00122-021-03892-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Accepted: 06/17/2021] [Indexed: 05/19/2023]
35
Morota G, Jarquin D, Campbell MT, Iwata H. Statistical Methods for the Quantitative Genetic Analysis of High-Throughput Phenotyping Data. Methods Mol Biol 2022;2539:269-296. [PMID: 35895210 DOI: 10.1007/978-1-0716-2537-8_21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
36
Rice Height Monitoring between Different Estimation Models Using UAV Photogrammetry and Multispectral Technology. REMOTE SENSING 2021. [DOI: 10.3390/rs14010078] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
37
Li W, Comar A, Weiss M, Jay S, Colombeau G, Lopez-Lozano R, Madec S, Baret F. A Double Swath Configuration for Improving Throughput and Accuracy of Trait Estimate from UAV Images. PLANT PHENOMICS 2021;2021:9892647. [PMID: 34957414 PMCID: PMC8672205 DOI: 10.34133/2021/9892647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 11/01/2021] [Indexed: 11/24/2022]
38
Use of Oblique RGB Imagery and Apparent Surface Area of Plants for Early Estimation of Above-Ground Corn Biomass. REMOTE SENSING 2021. [DOI: 10.3390/rs13204032] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
39
Jin S, Su Y, Zhang Y, Song S, Li Q, Liu Z, Ma Q, Ge Y, Liu L, Ding Y, Baret F, Guo Q. Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series. PLANT PHENOMICS (WASHINGTON, D.C.) 2021;2021:9895241. [PMID: 34557676 PMCID: PMC8441379 DOI: 10.34133/2021/9895241] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Accepted: 07/27/2021] [Indexed: 06/02/2023]
40
Development and Testing of a UAV-Based Multi-Sensor System for Plant Phenotyping and Precision Agriculture. REMOTE SENSING 2021. [DOI: 10.3390/rs13173517] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
41
Improving Biomass and Grain Yield Prediction of Wheat Genotypes on Sodic Soil Using Integrated High-Resolution Multispectral, Hyperspectral, 3D Point Cloud, and Machine Learning Techniques. REMOTE SENSING 2021. [DOI: 10.3390/rs13173482] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
42
Innovative UAV LiDAR Generated Point-Cloud Processing Algorithm in Python for Unsupervised Detection and Analysis of Agricultural Field-Plots. REMOTE SENSING 2021. [DOI: 10.3390/rs13163169] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
43
Feldman A, Wang H, Fukano Y, Kato Y, Ninomiya S, Guo W. EasyDCP: An affordable, high‐throughput tool to measure plant phenotypic traits in 3D. Methods Ecol Evol 2021. [DOI: 10.1111/2041-210x.13645] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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Guo W, Carroll ME, Singh A, Swetnam TL, Merchant N, Sarkar S, Singh AK, Ganapathysubramanian B. UAS-Based Plant Phenotyping for Research and Breeding Applications. PLANT PHENOMICS (WASHINGTON, D.C.) 2021;2021:9840192. [PMID: 34195621 PMCID: PMC8214361 DOI: 10.34133/2021/9840192] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Accepted: 04/29/2021] [Indexed: 05/19/2023]
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Assessing the Self-Recovery Ability of Maize after Lodging Using UAV-LiDAR Data. REMOTE SENSING 2021. [DOI: 10.3390/rs13122270] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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McCabe MF, Tester M. Digital insights: bridging the phenotype-to-genotype divide. JOURNAL OF EXPERIMENTAL BOTANY 2021;72:2807-2810. [PMID: 33822175 PMCID: PMC8023183 DOI: 10.1093/jxb/erab108] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 03/08/2021] [Indexed: 06/12/2023]
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Bellvert J, Nieto H, Pelechá A, Jofre-Čekalović C, Zazurca L, Miarnau X. Remote Sensing Energy Balance Model for the Assessment of Crop Evapotranspiration and Water Status in an Almond Rootstock Collection. FRONTIERS IN PLANT SCIENCE 2021;12:608967. [PMID: 33790920 PMCID: PMC8006460 DOI: 10.3389/fpls.2021.608967] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 02/08/2021] [Indexed: 05/23/2023]
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Chebrolu N, Magistri F, Läbe T, Stachniss C. Registration of spatio-temporal point clouds of plants for phenotyping. PLoS One 2021;16:e0247243. [PMID: 33630896 PMCID: PMC7906482 DOI: 10.1371/journal.pone.0247243] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 02/03/2021] [Indexed: 11/21/2022]  Open
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Zhang C, McGee RJ, Vandemark GJ, Sankaran S. Crop Performance Evaluation of Chickpea and Dry Pea Breeding Lines Across Seasons and Locations Using Phenomics Data. FRONTIERS IN PLANT SCIENCE 2021;12:640259. [PMID: 33719318 PMCID: PMC7947363 DOI: 10.3389/fpls.2021.640259] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 01/11/2021] [Indexed: 06/12/2023]
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Volpato L, Pinto F, González-Pérez L, Thompson IG, Borém A, Reynolds M, Gérard B, Molero G, Rodrigues FA. High Throughput Field Phenotyping for Plant Height Using UAV-Based RGB Imagery in Wheat Breeding Lines: Feasibility and Validation. FRONTIERS IN PLANT SCIENCE 2021;12:591587. [PMID: 33664755 PMCID: PMC7921806 DOI: 10.3389/fpls.2021.591587] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 01/25/2021] [Indexed: 05/07/2023]
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