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| 1 | Global Wheat Head Detection(GWHD)Dataset:A Large and Diverse Dataset of High-Resolution RGB-Labelled Images to Develop and Benchmark Wheat Head Detection Methods显示文摘The detection of wheat heads in plant images is an important task for estimating pertinent wheat traits including head population density and head characteristics such as health,size,maturity stage,and the presence of awns.Several studies have developed methods for wheat head detection from high-resolution RGB imagery based on machine learning algorithms.However,these methods have generally been calibrated and validated on limited datasets.High variability in observational conditions,genotypic differences,development stages,and head orientation makes wheat head detection a challenge for computer vision.Further,possible blurring due to motion or wind and overlap between heads for dense populations make this task even more complex.Through a joint international collaborative effort,we have built a large,diverse,and well-labelled dataset of wheat images,called the Global Wheat Head Detection(GWHD)dataset.It contains 4700 high-resolution RGB images and 190000 labelled wheat heads collected from several countries around the world at different growth stages with a wide range of genotypes.Guidelines for image acquisition,associating minimum metadata to respect FAIR principles,and consistent head labelling methods are proposed when developing new head detection datasets.The GWHD dataset is publicly available at http://gffzzef49fa24bca249bbhnw9nwowwcox66v0w.ffgz.tsg.suse.edu.cn/and aimed at developing and benchmarking methods for wheat head detection. | Etienne David Simon Madec Pouria Sadeghi-Tehran Helge Aasen Bangyou Zheng Shouyang Liu Norbert Kirchgessner Goro Ishikawa Koichi Nagasawa Minhajul A.Badhon Curtis Pozniak Benoit de Solan Andreas Hund Scott C.Chapman Frédéric Baret Ian Stavness Wei Guo | 2020 | Plant Phenomics2020，2，1： | 13 |
| 2 | 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 |
| 3 | Pilot prospective randomized placebo - controlled triial of bilevel positive airway pressure in acute asthmatic attack显示文摘 | Soroksky A Stav D Shpirer IA | 2003 | Chest2003，123，： | 1 |
| 4 | Effect of N-acetylcysteine on air trapping in COPD : a randomized placebo-controlled study显示文摘 | Stav D Raz M | 2009 | Chest2009，136，2： | 1 |
| 5 | A pilot prospective,randomized,placebo controlled trial of bilevel positive airway pressure in acute asthmatic attack显示文摘 | Soroksky A Stav D Shpirer I | 2003 | Chest2003，123，： | 1 |
| 6 | A pilot prospective, randomized placebocontrolled trial of bilevel positive airway pressure in acute asthmatic attack显示文摘 | Soroksky A Stav D Shpirer I | 2003 | Chest2003，123，8： | 1 |
| 7 | Effect of N-acetylcysteine on air trapping in COPD : a randomized placebo-controlled study显示文摘 | Stav D Raz M | 2009 | Chest2009，136，： | 1 |
| 8 | Thoracic empyema in high-risk pa- tients: conservative management or surgery 显示文摘 | BAR I STAV D FINK G | 2010 | Asian Cardiovasc Thorac Ann2010，18，4： | 1 |
| 9 | Pilot prospective randomized placebocontrolled trial of bilevel positive airway pressure in acute asthmaticattack显示文摘 | Soroksky A Stav D Shp irer IA | 2003 | Chest2003，123，： | 1 |
| 10 | Three years of pulmonary reha- bilitation: inhibit the decline in airflow obstruction, im- proves exercise endurance time, and body-mass index, in chronic obstructive pulmonary disease 显示文摘 | Stav D Raz M Shpirer I | 2009 | BMC pulmo- nary medicine2009，9，1： | 1 |
| 11 | Effect of N-aeetylcysteine on air trapping in COPD:a randomized placebo-controlled study显示文摘 | Stav D Raz M | 2009 | Chest2009，136，2： | 1 |
| 12 | Rapamycin(sirolimus)protects against hypoxic damage in primary heart cultures via Na+/Ca2+exchanger activation显示文摘 | El-Ani D Stav H Guetta V | 2011 | Life Sci2011，89，12： | 1 |
| 13 | Amyloid-beta and alpha- synuclein cerebrospinal fluid biomarkers and cognition in early Parkinson's disease显示文摘 | Stav AL Aarsland D Johansen KK | 2015 | Parkinsonism Relat Disord2015，21，： | 1 |
| 14 | Lobectomy for non-small cell lung cancer: differences in morbidity and mortality between thoraeotomy and thoracoseopy 显示文摘 | Pap!ashvilli M Stav D Cyjon A | 2012 | Innovations (Phila)2012，7，1： | 1 |
| 15 | Rapamycin (sirolimus) protects against hypoxic damage in primary heart cultures via Na+/Ca2+exchanger activation显示文摘 | El-Ani D Stav H Guetta V | | 0，，1： | 1 |
| 16 | Three years of pulmonary rehabilita- tion:inhibit the decline in airflow obstruction, improves exercise endurance time, and body-mass index,in chronic obstructive pulmonary disease 显示文摘 | Stav D Raz M Shpirer I | 2009 | BMC Pulm Med2009，30，9： | 1 |
| 17 | A pilot prospective, randomized, placebocontrolled trial of bilevel positive airway pressure in acute asthmatic attack显示文摘 | Soroksky A Stav D Shpirer I | 2003 | Chest2003，123，4： | 1 |
| 18 | Lobectomy for non small cell lung cancer:differences in morbidity and mortali- ty between thoracotomy and thoracoscopy显示文摘 | Papiashvilli M Stav D Cyjon A | 2012 | Innovations (Phila)2012，7，1： | 1 |
| 19 | Tumor necrosis factor alpha protects heart cultures against hypoxic damage via activation of PKA and phospholamban to prevent Calcium overload显示文摘 | E1-Ani D D Philipehik I I Stav H H | 2014 | Can J Physiol Pharmacol2014，92，11： | 1 |
| 20 | Lobectomy for non-small cell lung cancer: differences in morbidity and mortality between thoraco- tomy and thoracoscopy显示文摘 | Papiashvilli M Stav D Cyjon A | 2012 | Innovations (Phila)2012，7，1： | 1 |
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