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| 1 | Precise Agriculture:Effective Deep Learning Strategies to Detect Pest Insects显示文摘Pest insect monitoring and control is crucial to ensure a safe and profitable crop growth in all plantation types,as well as guarantee food quality and limited use of pesticides.We aim at extending traditional monitoring by means of traps,by involving the general public in reporting the presence of insects by using smartphones.This includes the largely unexplored problem of detecting insects in images that are taken in noncontrolled conditions.Furthermore,pest insects are,in many cases,extremely similar to other species that are harmless.Therefore,computer vision algorithms must not be fooled by these similar insects,not to raise unmotivated alarms.In this work,we study the capabilities of state-of-the-art(SoA)object detection models based on convolutional neural networks(CNN)for the task of detecting beetle-like pest insects on nonhomogeneous images taken outdoors by different sources.Moreover,we focus on disambiguating a pest insect from similar harmless species.We consider not only detection performance of different models,but also required computational resources.This study aims at providing a baseline model for this kind of tasks.Our results show the suitability of current SoA models for this application,highlighting how FasterRCNN with a MobileNetV3 backbone is a particularly good starting point for accuracy and inference execution latency.This combination provided a mean average precision score of 92.66%that can be considered qualitatively at least as good as the score obtained by other authors that adopted more specific models. | Luca Butera Alberto Ferrante Mauro Jermini Mauro Prevostini Cesare Alippi | 2022 | IEEE/CAA Journal of Automatica Sinica2022，9，2： | 3 |
| 2 | Characterization and early detection of grapevine ( Vitis vinifera) stress responses to esca disease by in situ chlorophyll fluorescence and comparison with drought stress显示文摘 | CHRISTEN D SCHONMANN S JERMINI M STRASSER R J DEFAGO G | 2007 | Environmental and Experimental Botany2007，60，： | 1 |
| 3 | Mapping quantita- tive field resistance against apple scab in a ' Fiesta' × 'Discovery' progeny显示文摘 | LIEBHARD R KOLLER B PATOCCHI A KELLERHALS M PFAMMATTER W JERMINI M GESSLER C | 2003 | Phytopathology2003，93，： | 1 |
| 4 | Characterization and early detection of grapevine (Vitis vinifera) stress responses to esca disease by insitu chlorophyll fluorescence and comparison with drought stress显示文摘 | CHRISTEN D SCHONMANNA S JERMINI M | | 0，，03： | 1 |
| 5 | Importance of secondary inoculum of Plasmopara viticola to epidemics ofgrapevine downymildew显示文摘 | GOBBIN D JERMINI M LOSKILL B | 2005 | Plant Pathology2005，54，： | 1 |
| 6 | Influence of fruit treatments on perishability during cold storage of sweet chestnuts显示文摘 | JERMINI M CONEDERA M SIEBER T N | 2006 | Journal of the Science of Food and Agriculture2006，86，6： | 1 |
| 7 | Microsatellite based population structure of Plasmopara viticola at single vinescale显示文摘 | MATASCI C L JERMINI M GOBBIN D | 2010 | European Journal of Plant Pathology2010，127，： | 1 |
| 8 | Influence of the overwintering methods on the germination dynamic of downy mildew (Plasmopara viticola) oospores显示文摘 | JERMINI M GOBBIN D BLAISE P | | 0，，08： | 1 |
| 9 | Solid state fermentation for cephalosporin production by Streptomyces clavuligerus and Cephalosporium acremonium显示文摘 | DEMAIN A L | 1989 | Experientia1989，45，1112： | 1 |
| 10 | 利用棒状链霉菌和顶头孢霉固态发酵生产头孢菌素显示文摘引言按照 Cannel 与 Moo-Young 所下定义,固态发酵(SSF)系指微生物生长在无自由液体的固体物料上。在 SSF 过程中,供微生物生长所需水分以吸附态或结合于固体基质内的形式存在。对 SSF 中自由液体的精确定义是不易确定的。虽然 SSF 的最低水分含量大约是12%(低于所有微生物活动中止时的水平),但 SSF 的上限是随吸水率而不是随水分含量而变化的。例如,槭树皮吸水率约40%,稻草约75%时,游离水就很明显。由于底物的低水含量和 a_w 值,故固态发酵系统可为多数丝状真菌和少数细菌。 | Jermini M.F.G. 廖福荣 | 1991 | 国外医药(抗生素分册)1991，12，3： | 1 |
| 11 | Use of polymerase chain reaction for detection of listeria monocytogenes in food, Appl 显示文摘 | Candrian U Hofelein C Jermini M Buhler H P Luthy J | 1992 | Environ Microbiol1992，58，5： | 1 |
| 12 | QTL analysis for aphid resistance and growth traits in apple显示文摘 | Sibylle Stoeckli Karsten Mody Cesare Gessler Andrea Patocchi Mauro Jermini Silvia Dorn | 2008 | Tree Genetics & Genomes2008，，4： | 1 |
| 13 | Solid state fermentation for cephalosporin production by Streptomyces clavuligerus and Dephalosporium acremonium显示文摘 | Jermini M Demain A | 1989 | Experientia1989，45，11： | 1 |
| 14 | Detection, isolation and identification of osmotolerant yeasts from high-sugar products 显示文摘 | Jermini M Geiges O Schmidt-Lorenz W | 1987 | Journal of Food Protection1987，50，： | 1 |
| 15 | Characterization and early detection of grapevine(Vitis vinivera)stress responses to esca disease by in situ chlorophyll fluorescence and comparison with drought stress显示文摘 | Christen D Schonmann S Jermini M | | 0，，3： | 1 |
| 16 | Char- acterization and early detection of grapevine ( Vitis vinifera) stress responses to esca disease by in situ chlorophyll fluores- cence and comparison with drought stress 显示文摘 | CHRISTEN D SCHONMANN S JERMINI M | 2007 | Environmental and Experimental Botany2007，60，3： | 1 |
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