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| 1 | Combining computer vision and deep learning to enable ultra-scale aerial phenotyping and precision agriculture:A case study of lettuce production显示文摘Aerial imagery is regularly used by crop researchers,growers and farmers to monitor crops during the growing season.To extract meaningful information from large-scale aerial images collected from the field,high-throughput phenotypic analysis solutions are required,which not only produce high-quality measures of key crop traits,but also support professionals to make prompt and reliable crop management decisions.Here,we report AirSurf,an automated and open-source analytic platform that combines modern computer vision,up-to-date machine learning,and modular software engineering in order to measure yield-related phenotypes from ultra-large aerial imagery.To quantify millions of in-field lettuces acquired by fixed-wing light aircrafts equipped with normalised difference vegetation index(NDVI)sensors,we customised AirSurf by combining computer vision algorithms and a deep-learning classifier trained with over 100,000 labelled lettuce signals.The tailored platform,AirSurf-Lettuce,is capable of scoring and categorising iceberg lettuces with high accuracy(>98%).Furthermore,novel analysis functions have been developed to map lettuce size distribution across the field,based on which associated global positioning system(GPS)tagged harvest regions have been identified to enable growers and farmers to conduct precision agricultural practises in order to improve the actual yield as well as crop marketability before the harvest. | Alan Bauer Aaron George Bostrom Joshua Ball Christopher Applegate Tao Cheng Stephen Laycock Sergio Moreno Rojas Jacob Kirwan Ji Zhou | 2019 | Horticulture Research2019，6，1： | 14 |
| 2 | Molecular cloning of three cDNAs that encode cysteine proteinases in the digestive gland of the American lobster (Homarus americanus) 显示文摘 | Laycock M V Mackay R M Di Fruscio M | 1991 | FEBS Lett1991，292，12： | 1 |
| 3 | Cytokine expression in murine corneas during recurrent herpetic stromal keratitis显示文摘 | KEADLE TL USUI N LAYCOCK KA | 2001 | Ocul Immunol Inflam2001，9，3： | 1 |
| 4 | A stochastic model of crack growth under periodic inspections 显示文摘 | Scarf P A Wang W Laycock P J | 1996 | Reliability Engineering and System Safety1996，51，3： | 1 |
| 5 | Formal specification and testing:A case study显示文摘 | Laycock G | 1992 | The Journal of Software Testing Verification and Reliability1992，2，： | 1 |
| 6 | IL-1 and TNF-alpha are important factors in pathogenesis of murine recurrent herpetic stromal keratitis显示文摘 | Keadle TL Usui N Laycock K | 2000 | Invest Ophthalmol Vis Sci2000，41，1： | 1 |
| 7 | 3-D printout ofa DICOM file to aid surgical planning in a 6 year old patient with a large scapular osteochondroma complicating congenital diaphyseal aclasia显示文摘 | Tam MD Laycock SD Bell D | 2012 | J Radiol Case Rep2012，6，1： | 1 |
| 8 | Correlation between chain microstructura/changes and embrittle- ment of LLDPE-based fdms during photo-and thermo-oxidative degradation 显示文摘 | GAUTHIER E LAYCOCK B CUOQ F J J M | 2013 | Polym Degrad Stab2013，98，1： | 1 |
| 9 | Functional human corneal equivalents constructed from cell lines显示文摘 | Griffith M Osborne R Munger R Xiong X Doillon CJ Laycock NL | 1999 | Science1999，286，： | 1 |
| 10 | Repeat photography on range and forest lands in the western United States 显示文摘 | Hart RH & Laycock WA | 1996 | Journal of Range Management1996，49，： | 1 |
| 11 | Pitting of Type 304 stainless steee in the presence of a biofilm containing sulphate reducing bacteria显示文摘 | S.E. Werner C.A. Johnson N.J. Laycock P.T. Wilson B.J. Webster | 1998 | Corrosion Science1998，，2： | 1 |
| 12 | National trends in utilization and outcomes of antireflux surgery显示文摘 | S.R.G. Finlayson W.S. Laycock J.D. Birkmeyer | 2003 | Surgical Endoscopy2003，，6： | 1 |
| 13 | Temperature dependence of pittingpotentials for austenitic stainless steels above their critical pittingtemperature显示文摘 | Laycock N J Newman R C | 1998 | Corrosion Science1998，40，6： | 1 |
| 14 | Rapid generation of urban models显示文摘 | LAYCOCK R G DAY A M | 2003 | Computers & Graphics2003，27，3： | 1 |
| 15 | Performance of a 2D-3D i-mage registration system using (lossy) compressed X-ray CT 显示文摘 | DORGHAM O FISHER M LAYCOCK S | 2008 | Ann BMVA2008，2008，3： | 1 |
| 16 | Stable states and thresholds of range condition in North American rangelands:a viewpoint显示文摘 | Laycock W A | 1991 | Journal of Range Management1991，44，： | 1 |
| 17 | Ther - apeutic Management of incontinence and pelvic pain 显示文摘 | Laycock J Patient assessment In Laycock J | 2002 | London : Sqringer Vartag2002，，： | 1 |
| 18 | Sensitivity of lateral flow tests to mixtures of saxitoxins and applications to shellfish and phytoplankton monitoring显示文摘 | Laycock M V Donovan M A Easy D J | 2010 | Toxicon2010，55，23： | 1 |
| 19 | Cytokine expression in murine corneas during recurrent herpetic stromal keratitis 显示文摘 | Keadle TL Usui N Laycock KA | 2001 | Ocul Immunol inflam2001，9，： | 1 |
| 20 | Treatmrnt of children with migraine in emergency depamnents:national practice variation study 显示文摘 | Richer LP Laycock K Millar K | 2010 | Pediatrics2010，126，1： | 1 |
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