The Crop Journal Open Access Editor-in-Chief: Jianmin Wan
Home The Crop Journal All Issues Volume 10 Issue 5
Volume 10 Issue 5, October 2022
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PP.1221-1516
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27 articles
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Editorial
Editorial | Open Access
Crop phenotyping studies with application to crop monitoring
Xiuliang Jin, Wanneng Yang, John H. Doonan, Clement Atzberger
Published: 08 October 2022
2022, 10 (5): 1221-1223
Research Papers
Research Article | Open Access
Assessing canopy nitrogen and carbon content in maize by canopy spectral reflectance and uninformative variable elimination
Zhonglin Wang, Junxu Chen, Jiawei Zhang, [...], Xianming Tan, Muhammad Ali Raza, Jun Ma, Yan Zhu, Feng Yang, Wenyu Yang << Fewer
Published: 24 January 2022
2022, 10 (5): 1224-1238
Research Article | Open Access
Automatic segmentation of stem and leaf components and individual maize plants in field terrestrial LiDAR data using convolutional neural networks
Zurui Ao, Fangfang Wu, Saihan Hu, [...], Ying Sun, Yanjun Su, Qinghua Guo, Qinchuan Xin << Fewer
Published: 14 December 2021
2022, 10 (5): 1239-1250
Research Article | Open Access
Leaf pigment retrieval using the PROSAIL model: Influence of uncertainty in prior canopy-structure information
Jia Sun, Lunche Wang, Shuo Shi, [...], Zhenhai Li, Jian Yang, Wei Gong, Shaoqiang Wang, Torbern Tagesson << Fewer
Published: 16 May 2022
2022, 10 (5): 1251-1263
Research Article | Open Access
The continuous wavelet projections algorithm: A practical spectral-feature-mining approach for crop detection
Xiaohu Zhao, Jingcheng Zhang, Ruiliang Pu, [...], Zaifa Shu, Weizhong He, Kaihua Wu << Fewer
Published: 18 June 2022
2022, 10 (5): 1264-1273
Research Article | Open Access
Field estimation of maize plant height at jointing stage using an RGB-D camera
Ruicheng Qiu, Man Zhang, Yong He
Published: 19 August 2022
2022, 10 (5): 1274-1283
Research Article | Open Access
Quantifying the effects of stripe rust disease on wheat canopy spectrum based on eliminating non-physiological stresses
Xia Jing, Kaiqi Du, Weina Duan, [...], Qin Zou, Tingting Zhao, Bingyu Li, Qixing Ye, Lieshen Yan << Fewer
Published: 19 August 2022
2022, 10 (5): 1284-1291
Research Article | Open Access
Estimation of spectral responses and chlorophyll based on growth stage effects explored by machine learning methods
Dehua Gao, Lang Qiao, Lulu An, [...], Ruomei Zhao, Hong Sun, Minzan Li, Weijie Tang, Nan Wang << Fewer
Published: 19 August 2022
2022, 10 (5): 1292-1302
Research Article | Open Access
Development of image-based wheat spike counter through a Faster R-CNN algorithm and application for genetic studies
Lei Li, Muhammad Adeel Hassan, Shurong Yang, [...], Furong Jing, Mengjiao Yang, Awais Rasheed, Jiankang Wang, Xianchun Xia, Zhonghu He, Yonggui Xiao << Fewer
Published: 19 August 2022
2022, 10 (5): 1303-1311
Research Article | Open Access
Comparison of algorithms for monitoring wheat powdery mildew using multi-angular remote sensing data
Li Song, Luyuan Wang, Zheqing Yang, [...], Li He, Ziheng Feng, Jianzhao Duan, Wei Feng, Tiancai Guo << Fewer
Published: 06 August 2022
2022, 10 (5): 1312-1322
Research Article | Open Access
An algorithm for automatic identification of multiple developmental stages of rice spikes based on improved Faster R-CNN
Yuanqin Zhang, Deqin Xiao, Youfu Liu, Huilin Wu
Published: 19 July 2022
2022, 10 (5): 1323-1333
Research Article | Open Access
Deciphering the contributions of spectral and structural data to wheat yield estimation from proximal sensing
Qing Li, Shichao Jin, Jingrong Zang, [...], Xiao Wang, Zhuangzhuang Sun, Ziyu Li, Shan Xu, Qin Ma, Yanjun Su, Qinghua Guo, Dong Jiang << Fewer
Published: 19 July 2022
2022, 10 (5): 1334-1345
Research Article | Open Access
Should phenological information be applied to predict agronomic traits across growth stages of winter wheat?
Yu Zhao, Yang Meng, Shaoyu Han, [...], Haikuan Feng, Guijun Yang, Zhenhai Li << Fewer
Published: 27 August 2022
2022, 10 (5): 1346-1352
Research Article | Open Access
Detecting winter canola (Brassica napus) phenological stages using an improved shape-model method based on time-series UAV spectral data
Chao Zhang, Zi’ang Xie, Jiali Shang, [...], Jiangui Liu, Taifeng Dong, Min Tang, Shaoyuan Feng, Huanjie Cai << Fewer
Published: 04 April 2022
2022, 10 (5): 1353-1362
Research Article | Open Access
Evaluation of UAV-derived multimodal remote sensing data for biomass prediction and drought tolerance assessment in bioenergy sorghum
Jiating Li, Daniel P. Schachtman, Cody F. Creech, [...], Lin Wang, Yufeng Ge, Yeyin Shi << Fewer
Published: 16 May 2022
2022, 10 (5): 1363-1375
Research Article | Open Access
Estimation of transpiration coefficient and aboveground biomass in maize using time-series UAV multispectral imagery
Guomin Shao, Wenting Han, Huihui Zhang, [...], Yi Wang, Liyuan Zhang, Yaxiao Niu, Yu Zhang, Pei Cao << Fewer
Published: 27 August 2022
2022, 10 (5): 1376-1385
Research Article | Open Access
Panicle-3D: A low-cost 3D-modeling method for rice panicles based on deep learning, shape from silhouette, and supervoxel clustering
Dan Wu, Lejun Yu, Junli Ye, [...], Ruifang Zhai, Lingfeng Duan, Lingbo Liu, Nai Wu, Zedong Geng, Jingbo Fu, Chenglong Huang, Shangbin Chen, Qian Liu, Wanneng Yang << Fewer
Published: 25 March 2022
2022, 10 (5): 1386-1398
Research Article | Open Access
Multichannel imaging for monitoring chemical composition and germination capacity of cowpea (Vigna unguiculata) seeds during development and maturation
Gamal ElMasry, Nasser Mandour, Yahya Ejeez, [...], Didier Demilly, Salim Al-Rejaie, Jerome Verdier, Etienne Belin, David Rousseau << Fewer
Published: 10 June 2021
2022, 10 (5): 1399-1411
Research Article | Open Access
SPM-IS: An auto-algorithm to acquire a mature soybean phenotype based on instance segmentation
Shuai Li, Zhuangzhuang Yan, Yixin Guo, [...], Xiaoyan Su, Yangyang Cao, Bofeng Jiang, Fei Yang, Zhanguo Zhang, Dawei Xin, Qingshan Chen, Rongsheng Zhu << Fewer
Published: 15 July 2021
2022, 10 (5): 1412-1423
Research Article | Open Access
A deep learning-integrated phenotyping pipeline for vascular bundle phenotypes and its application in evaluating sap flow in the maize stem
Jianjun Du, Ying Zhang, Xianju Lu, [...], Minggang Zhang, Jinglu Wang, Shengjin Liao, Xinyu Guo, Chunjiang Zhao << Fewer
Published: 27 May 2022
2022, 10 (5): 1424-1434
Research Article | Open Access
Evaluation of a deep-learning model for multispectral remote sensing of land use and crop classification
Lijun Wang, Jiayao Wang, Zhenzhen Liu, [...], Jun Zhu, Fen Qin << Fewer
Published: 25 February 2022
2022, 10 (5): 1435-1451
Research Article | Open Access
Function fitting for modeling seasonal normalized difference vegetation index time series and early forecasting of soybean yield
Alexey Stepanov, Konstantin Dubrovin, Aleksei Sorokin
Published: 03 February 2022
2022, 10 (5): 1452-1459
Research Article | Open Access
Stacked spectral feature space patch: An advanced spectral representation for precise crop classification based on convolutional neural network
Hui Chen, Yue'an Qiu, Dameng Yin, [...], Jin Chen, Xuehong Chen, Shuaijun Liu, Licong Liu << Fewer
Published: 03 February 2022
2022, 10 (5): 1460-1469
Research Article | Open Access
Integrating remotely sensed water stress factor with a crop growth model for winter wheat yield estimation in the North China Plain during 2008–2018
Wen Zhuo, Shibo Fang, Dong Wu, [...], Lei Wang, Mengqian Li, Jiansu Zhang, Xinran Gao << Fewer
Published: 16 May 2022
2022, 10 (5): 1470-1482
Research Article | Open Access
Mapping rapeseed planting areas using an automatic phenology- and pixel-based algorithm (APPA) in Google Earth Engine
Jichong Han, Zhao Zhang, Juan Cao, Yuchuan Luo
Published: 27 May 2022
2022, 10 (5): 1483-1495
Research Article | Open Access
Changes and determining factors of crop evapotranspiration derived from satellite-based dual crop coefficients in North China Plain
Qinghua Tan, Yujie Liu, Tao Pan, [...], Xianfang Song, Xiaoyan Li << Fewer
Published: 19 August 2022
2022, 10 (5): 1496-1506
Research Article | Open Access
Temporal Sequence Object-based CNN (TS-OCNN) for crop classification from fine resolution remote sensing image time-series
Huapeng Li, Yajun Tian, Ce Zhang, [...], Shuqing Zhang, Peter M. Atkinson << Fewer
Published: 09 August 2022
2022, 10 (5): 1507-1516