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| 1 | Global Wheat Head Detection 2021:An Improved Dataset for Benchmarking Wheat Head Detection Methods显示文摘The Global Wheat Head Detection(GWHD)dataset was created in 2020 and has assembled 193,634 labelled wheat heads from 4700 RGB images acquired from various acquisition platforms and 7 countries/institutions.With an associated competition hosted in Kaggle,GWHD_2020 has successfully attracted attention from both the computer vision and agricultural science communities.From this first experience,a few avenues for improvements have been identified regarding data size,head diversity,and label reliability.To address these issues,the 2020 dataset has been reexamined,relabeled,and complemented by adding 1722 images from 5 additional countries,allowing for 81,553 additional wheat heads.We now release in 2021 a new version of the Global Wheat Head Detection dataset,which is bigger,more diverse,and less noisy than the GWHD_2020 version. | Etienne David Mario Serouart Daniel Smith Simon Madec Kaaviya Velumani Shouyang Liu Xu Wang Francisco Pinto Shahameh Shafiee Izzat SATahir Hisashi Tsujimoto Shuhei Nasuda Bangyou Zheng Norbert Kirchgessner Helge Aasen Andreas Hund Pouria Sadhegi-Tehran Koichi Nagasawa Goro Ishikawa Sébastien Dandrifosse Alexis Carlier Benjamin Dumont Benoit Mercatoris Byron Evers Ken Kuroki Haozhou Wang Masanori Ishii Minhajul ABadhon Curtis Pozniak David Shaner LeBauer Morten Lillemo Jesse Poland Scott Chapman Benoit de Solan Frédéric Baret Ian Stavness Wei Guo | 2021 | Plant Phenomics2021，3，1： | 2 |
| 2 | PROSPECT+SAIL models:A review of use for vegetation characterization显示文摘 | JACQUEMOUD S VERHOEF W BARET F | 2009 | Remote Sensing of Environment2009，113，1： | 1 |
| 3 | PROSPECT+ SAIL models: A review of use for vegetation characterization 显示文摘 | JACQUEMOUD S VERHOEF W BARET F | 2009 | Remote Sensing of Enviornment2009，113，1： | 1 |
| 4 | PROSPECT: A model of leaf optical properties 显示文摘 | Jacquemoud S Baret F | 1990 | Remote Sensing of Environment1990，34，： | 1 |
| 5 | Protein Z deficiency in an-tiphospholipid-negative Sneddon’s syndrome显示文摘 | Ayoub N Esposito G Barete S | 2004 | Stroke2004，35，6： | 1 |
| 6 | About the soil line concept in remote sensing显示文摘 | Baret F Jacquemoud S Hanocq J F | 1993 | Ado Space Res1993，13，5： | 1 |
| 7 | Influence of landscape spatial heterogeneity on the non-linear estimation of leaf area index from moderate spatial resolution remote zensing data显示文摘 | Garrigues S Allard D Baret F | 2006 | Remote Sensing of Environment2006，105，： | 1 |
| 8 | The soil line concept in remote sensing显示文摘 | Baret Baret F Jacquemoud S | 1993 | Remote Sensing Reviews1993，6582，： | 1 |
| 9 | Prospect:a model of leaf optical properties spectra显示文摘 | Jacquemoud S Baret F | 1990 | Remote Sensing of Environment1990，34，2： | 1 |
| 10 | Training a neural network with a canopy reflectance model to estimate crop leaf area index 显示文摘 | Danson F M Rowland C S Baret F | 2003 | International Journal of Remote Sensing2003，24，3： | 1 |
| 11 | Skin Manifestations and vascular endothelial growth factor levels in POEMS syndrome:impact of autologous hematopoietic stem cell transplantation显示文摘 | Barete S Mouawad R Choquet S | | Archives of Dermatology0，，： | 1 |
| 12 | Modeled analysis of the biophysical nature of spectral shift and comparison with information content of broad bands显示文摘 | Baret F Jacquemoud S Guyot G | 1992 | Remote Sensing of Environment1992，41，： | 1 |
| 13 | F PROSPECT: A model of leaf optical properties spectra显示文摘 | JACQUEMOUD S BARET | 1990 | Remote Sensing of Enviroment1990，34，： | 1 |
| 14 | Modeled analysis of the biophysical nature of spectral shifts and comparison with information content of broad bands 显示文摘 | Baret F Jacquermoud S Guyot G | 1992 | Remote Sensing of Environment1992，41，23： | 1 |
| 15 | Training a Neural Network with a Canopy Reflectance Model to Estimate Crop Leaf Area Index 显示文摘 | Danson F M Rowland C S Baret F | 2003 | International Journal of Remote Sensing2003，24，23： | 1 |
| 16 | Imaging spectroscopy for vegetation studies显示文摘 | Guyot G Baret F Jacquemoud S | 1992 | Imaging Spectroscopy: Fundamentals and Prospective Application1992，，： | 1 |
| 17 | Extraction of vegetation biophysical parameters by inversion of the PROSPECT + SAIL models on sugar beet canopy reflectance data-Application to TM and AVIRIS sensors显示文摘 | Jaequemoud S Baret F Andrieu B | 1995 | Remote Sens Environ1995，52，3： | 1 |
| 18 | Hidden Markov Model based word recognition and its application to legal amount reading on French checks 显示文摘 | Augustin E Baret O | 1998 | Computer Vision and Image Understanding1998，70，3： | 1 |
| 19 | Modeling spectral and bidirectional soil reflectance显示文摘 | JACQUEMOUD S BARET F HANOCQ J F | 1992 | Remote Sensing of Environment1992，41，： | 1 |
| 20 | The soil line concept in remote sensing 显示文摘 | Baret F Jacquemoud S Hanocq J F | 1993 | Remote Sensing Reviews1993，7，： | 1 |
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