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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 | Durum wheat as a candidate for the unknown female progenitor of bread wheat: an empirical study with a highly fertile F1 hybrid with Aegilops tauschii Coss显示文摘 | Matsuoka Y Nasuda S | 2004 | TheorAppl Genet2004，109，： | 1 |
| 3 | Gametocidal genes induce chromosome breakage in the interphase prior to the first mitotic cell division of the male gametophyte in wheat 显示文摘 | Shuhei Nasuda Bernd Friebe Bikram S G | 1998 | Genetics1998，149，： | 1 |
| 4 | Identification of AFLP mark- ers on the satellite region of chromosome 1 BS in wheat 显示文摘 | Zhang H Nasuda S Endo T R | 2000 | Ge- nome2000，43，5： | 1 |
| 5 | Development of a complete set of Triticum aestivum-Aegilops speltoides chromosome addition lines显示文摘 | Friebe B Qi L L Nasuda S Zhang P Tuleen N A | 2000 | Theor Appl Genet2000，101，： | 1 |
| 6 | Transfer of rye chromosome segments to wheat by a gametocidal system 显示文摘 | Masoudi-Nejad A Nasuda S Mclntosh R A | 2002 | Chromosome Res2002，10，5： | 1 |
| 7 | An alternative to radiation hybrid mapping for large-scale genome analysis in barley显示文摘 | Masoudi Nejad A Nasuda S Bihoreau M T | 2005 | Molecular Genetics & Genomics2005，274，： | 1 |
| 8 | Dissection of rye chro- mosome 1 R in common wheat 显示文摘 | Tsuchida M Fukushima T Nasuda S | 2008 | Genes Genet Syst2008，83，1： | 1 |
| 9 | Transfer of rye chromosome segments to wheat by a gametocidal system显示文摘 | MASOUDI-NEJAD A NASUDA S MCINTOSH R A | 2002 | Chromosome Re2002，10，： | 1 |
| 10 | Dissection of rye B chromo- somes,and nondisjunction properties of the dissected segments ina common wheat background 显示文摘 | Endo T R Nasuda S Jones N | 2008 | Genes Genet Syst2008，83，1： | 1 |
| 11 | Chromosomal assignment and deletion mapping of barley EST markers 显示文摘 | Nasuda S Kikkawa Y Asida T | 2005 | Genes Genet Syst2005，80，5： | 1 |
| 12 | Dissection and cytological map- ping of barley chromosome 2H in the genetic background of com- mon wheat显示文摘 | Joshi G P Nasuda S Endo T R | 2011 | Genes Genet Syst2011，86，4： | 1 |
| 13 | Dissection of barley chromosome 3H in common wheat and a comparison of 3H physical and genet- ic maps 显示文摘 | Sakai K Nasuda S Sato K | 2009 | Genes Genet Syst2009，84，1： | 1 |
| 14 | Dissection of barley chromo- some 4H in common wheat by the gametocidal system and cyto- logical mapping of chromosome 4H with EST markers显示文摘 | Sakata M Nasuda S Endo T R | 2010 | Genes Genet Syst2010，85，1： | 1 |
| 15 | Dissection of barley chromo- some 5H in common wheat显示文摘 | Ashida T Nasuda S Sato K | 2007 | Genes Genet Syst2007，82，2： | 1 |
| 16 | An alternative to radiation hybrid mapping for large-scale genome analysis in barley显示文摘 | Masoudi-Nejad A Nasuda S Bihoreau M T | 2005 | Mol Gen Genome2005，274，： | 1 |
| 17 | Characterization of a knock - out mutation at the Ge2 locus in wheat 显示文摘 | Bernd F Zhang P Nasuda S | 2003 | Chremosoma2003，111，： | 1 |
| 18 | Transfer of Rye Chromosome Segments to Wheat by a Gametocidal System显示文摘 | Nasuda S McIntosh R A | 2002 | Chromosome Res2002，10，： | 1 |
| 19 | A conserved repetitive DNA element located in the centromere of cereal chromosomes显示文摘 | Jiang J Nasuda S Dong F Scherrer C.W Woo S.S Wing R.A Gill B.S Ward D.C | | 0，，： | 1 |
| 20 | A PCR-Based Marker for Targeting Small Rye Segments in Wheat Background显示文摘 | Endo T R Nasuda S | 2004 | Genes Genetics System2004，79，： | 1 |
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