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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 | Synthesis,structural characterization, experimental, and computational spectrophotometric studies of 8-quinolinyloxymethypho- sphonate compounds 显示文摘 | Man S P Benoit D M Buchaca E | 2006 | Inorg Chem2006，45，： | 1 |
| 3 | Crohn disease-associated adherent-invasive E. coli bacteria target mouse and human Peyer’s patches via long polar fimbriae显示文摘 | Chassaing Benoit Rolhion Nathalie de Vallée Amélie Salim Sa’ad Y Prorok-Hamon Maelle Neut Christel Campbell Batty J S?derholm Johan D Hugot Jean-Pierre Colombel Jean-Frédéric Darfeuille-Michaud Arlette | 2011 | Journal of Clinical Investigation2011，，3： | 1 |
| 4 | Partitioning of Cu, Pb, Ag, Zn, Fe, Al, and Mn between filter-retained particles, colloids, and solution in six Texas estuaries显示文摘 | Oktay-Marshall S D Cantu A | 1994 | Marine Chemistry1994，45，： | 1 |
| 5 | Hospitalized patients with2009H1N1influenza in the United States,April-June2009显示文摘 | Jain S Kamimoto L Bramley AM Schmitz AM Benoit SR Louie J Sugerman DE Druckenmiller JK Ritger KA Chugh R Jasuja S Deutscher M Chen S Walker JD Duchin JS Lett S Soliva S Wells EV Swerdlow D Uyeki TM Fiore AE Olsen SJ Fry AM Bridges CB Finelli L 2009Pandemic Influenza A(H1N1)Virus Hospitalizations Investigation Team | 2009 | N Engl J Med2009，361，20： | 1 |
| 6 | Atypical maternal behavior toward feeding-disordered infants before and after intervention显示文摘 | Benoit D Madigan S Lecce S | 2001 | Infant Mental Health Journal2001，22，6： | 1 |
| 7 | Polycystic Ovary Syndrome: a multidisciplinary challenge 显示文摘 | Benoit S Didier D Robert L | 1996 | The Endocrinologist1996，6，1： | 1 |
| 8 | Tillage effects of weed seed return and seedbank composition显示文摘 | Clements D S Benoit D L | 1996 | Weed Science1996，44，： | 1 |
| 9 | Insulin and leptin as adiposity signals显示文摘 | Benoit S C Clegg D J Seeley R J | 2004 | Recent Prog Horm Res2004，，59： | 1 |
| 10 | Dynamics of HPV16 DNA load reflect the natural history of cervical HPV-associated lesions显示文摘 | Monnier Benoit S Dalstein V Riethmuller D | 2006 | J Clin Virol2006，35，3： | 1 |
| 11 | Molecular basis of bacterial resistance to chloramphenicol and florfenicol显示文摘 | STEFAN S CORINNA K BENOIT D | 2004 | FEMS Microbiology Reviews2004，28，： | 1 |
| 12 | Computed tomographic analysis of the anatomy of the left atrium and the esophagus implications for left atrial catheter ablation 显示文摘 | Kristina L Michael S Benoit D | 2004 | Circulation2004，110，： | 1 |
| 13 | Multifunctional hydrogels that promote osteogenie hMSC differentiation through stimulation and sequestering of BMP2显示文摘 | Benoit D S Collins S D Anseth K S | 2007 | Adv Funct Mater2007，17，13： | 1 |
| 14 | Random and site-specific mutagenesis of the Helicobacter pylori ferric uptake regulator provides insight into Fur structure-function relationships显示文摘 | Gilbreath J J Pich O Q Benoit S L Besold A N Cha J H Maier R J Michel S L Maynard E L Merrell D S | 2013 | Molecular Microbiology2013，89，2： | 1 |
| 15 | Immu-nohistochemical analysis of CD4 and CD8 T-cell subsetsin high risk human papillomavirus-associated pre-malig-nant and malignant lesions of the uterine cervix显示文摘 | Monnier Benoit S Manny F Riethmuller D | 2006 | Gy-necol Oncol2006，102，1： | 1 |
| 16 | Dynamic manipulation of hydrogels to control cell behavior: a review 显示文摘 | VATS K BENOIT D S | 2013 | Tissue Eng Part B Rev2013，19，6： | 1 |
| 17 | Syncytin-2 Plays an Important Role in the Fusion of Human Trophoblast Cells显示文摘 | Amandine Vargas Julie Moreau Sébastien Landry Frédérique LeBellego Chirine Toufaily éric Rassart Julie Lafond Benoit Barbeau | 2009 | Journal of Molecular Biology2009，，2： | 1 |
| 18 | Long-term changes of the zooplankton variability in a turbid environment : The Gironde estuary (France) 显示文摘 | ALERIE D BENOIT S PIERRE C | 2005 | Estuarine Coastal and Shelf Science2005，64，： | 1 |
| 19 | Extracellular mass transport considerations for space flight research concerning suspended and adherent in vitro cell cultures显示文摘 | Klaus D M Benoit M R Nelson E S | 2004 | J Gravit Physiol2004，11，1： | 1 |
| 20 | Aerobic biodegradation of nonylphenol by cold-adapted bacteria 显示文摘 | ANA S BENOIT G OSVALDO D | 2003 | Biotechnology Letters2003，25，9： | 1 |
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