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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 | Phyototoxicity of ALS inhibitors is not due to accumulation of 2-ketobutyrate and/or 2-aminobutyrate 显示文摘 | Shaner D L and Singh B K | 1993 | Plant Phy1993，103，： | 2 |
| 3 | Amplfied fragment length polymorphism markers linked to a major quqntitative trait locus controlling scab resistance in wheat显示文摘 | Bai G Kolb F L Shaner G | 1999 | Phytopathology1999，89，： | 1 |
| 4 | Mechanism of the concerted action of reeA protein and hell,destabilizing pro- teins in homologous recombination 显示文摘 | Muniyappa K Shaner S L Tsang S S | 1984 | Proceedings of the National Academy of Sciences USA1984，81，： | 1 |
| 5 | Unltrahigh-pressure laser-driven shock-wave experiments in aluminum显示文摘 | Trainor R J Shaner J W Auerbach J M | | 0，，17： | 1 |
| 6 | Scab of wheat: Prospects for control显示文摘 | BAI GH SHANER G | 1994 | Plant Disease1994，78，： | 1 |
| 7 | Influence of Plant age on the expression of slowmildewing resistance in wheat显示文摘 | Shaner G | 1982 | Phytopathology1982，72，7： | 1 |
| 8 | Shikimate accumulation in sunflower, wheat and proso millet after glypho- sate application 显示文摘 | Henry E B Shaner D L West M S | 2007 | Weed Sci2007，55，： | 1 |
| 9 | Advances in fluorescent protein technology显示文摘 | Shaner N C Patterson G H Davidson M W | 2007 | J Cell Sci2007，120，24： | 1 |
| 10 | Simultaneous visualizationof protumorigenic Src and MT1-MMP activities with fluorescenceresonance energy transfer 显示文摘 | Ouyang M Huang H Shaner N C ef al | 2010 | Cancer Res2010，70，6： | 1 |
| 11 | Management and resistance in wheat and barley to fusarium head blight显示文摘 | Bai G Shaner G | 2004 | Annual Review of Phyto- pathology2004，，： | 1 |
| 12 | A guide to choosing fluorescent proteins显示文摘 | Shaner N C Steinbach P A Tsien R Y | 2005 | Nat Methods2005，2，12： | 1 |
| 13 | The relationship between net-works, institutional development, and performance in foreign investments显示文摘 | Shaner J and Maznevski M | 2011 | Strategic Management Journal2011，32，5： | 1 |
| 14 | Assay of acetohydroxy acid synthase 显示文摘 | Singh B K Stidham M A Shaner D L | 1988 | Analytical Biochemistry1988，171，： | 1 |
| 15 | Wheat scab: perspective and 7 control显示文摘 | Bal G H Shaner G E | 1994 | Plant Dis1994，78，： | 1 |
| 16 | Recovery from glycerol- induced acute kidney injury is accelerated by suramin显示文摘 | Korrapati MC Shaner BE Sehnellmann RG | 2012 | J Pharma- col Exp Ther2012，341，1： | 1 |
| 17 | Scab of Wheat: Perspective and con- trol显示文摘 | Bai GH and Shaner GE | 1994 | Plant Dis1994，78，： | 1 |
| 18 | Novel quantitative trait loci (QTL) for Fusarium head blight resistance in wheat cultivar Chokwang显示文摘 | Yang J Bai G H Shaner G E | 2005 | Theoretical and Applied Genetics2005，111，： | 1 |
| 19 | The impact of glyphosate-tolerate crops on the use of other herbicides and on resistance management显示文摘 | Shaner D L | 2000 | Pest Manag Sci2000，56，： | 1 |
| 20 | Agronomic and Environmental Implications of Enhanced s-Triazine Degradation 显示文摘 | Jason K L Shaner D L Weaver M A | 2010 | PestManagSci2010，66，5： | 1 |
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