Thus, timely and effective detection of grape leaf diseases is a vital means to ensure the healthy growth of grapes. However, severe diseases take a great toll on yield and quality during the growing process of grapes, especially in rainy areas and periods. At the same time, grape juice, raisins, wine, and other grape products also have great commercial value. At present, China has the largest grape export in the world. This research indicates that the real-time detector Faster DR-IACNN based on deep learning provides a feasible solution for the diagnosis of grape leaf diseases and provides guidance for the detection of other plant diseases.Ĭhina is a modern agricultural country with more than 2000 years of history in grape planting. The experimental results show that the detection model Faster DR-IACNN achieves a precision of 81.1% mAP on GLDD, and the detection speed reaches 15.01 FPS. Based on GLDD and the Faster R-CNN detection algorithm, a deep-learning-based Faster DR-IACNN model with higher feature extraction capability is presented for detecting grape leaf diseases by introducing the Inception-v1 module, Inception-ResNet-v2 module and SE-blocks. This article first expands the grape leaf disease images through digital image processing technology, constructing the grape leaf disease dataset (GLDD). In this article, a real-time detector for grape leaf diseases based on improved deep convolutional neural networks is proposed. However, the existing research lacks a real-time detecting method for grape leaf diseases, which cannot guarantee the healthy growth of grape plants. 6West Electronic Business Co., Ltd., Yinchuan, Chinaīlack rot, Black measles, Leaf blight and Mites of grape are four common grape leaf diseases that seriously affect grape yield.5Ningxia Smart Agricultural Industry Technology Collaborative Innovation Center, Yinchuan, China.4College of Mathematics and Computer Science, Yan’an University, Yan’an, China.3Shaanxi Key Laboratory of Agricultural Information Perception and Intelligent Service, Northwest A&F University, Yangling, China.2Key Laboratory of Agricultural Internet of Things, Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling, China.1College of Information Engineering, Northwest A&F University, Yangling, China.Proudly serving Tampa, Brandon, and Temple Terrace for more than 3 years, we invite you to find out why we’re the area’s top choice for Mediterranean and Middle Eastern food that’s fast, fresh, and affordable.Xiaoyue Xie 1†, Yuan Ma 1†, Bin Liu 1,2,3*, Jinrong He 4, Shuqin Li 1,2,5 and Hongyan Wang 5,6 Currently, the franchise spans three locations in Toledo, OH and one in Tampa, FL. The Grape Leaf Express franchise was born of an intense passion for wholesome, delicious meals and preparing Mediterranean and Middle Eastern delicacies. Family-friendly and perfect for casual dining, our goal is to provide everyone who visits an exceptional customer-service and dining experience.ĭine-in, delivery, take-out, or catering – Grape Leaf Express Tampa can do it all. We also pride ourselves in offering premium Halal certified meats that are seasoned to perfection with all of our meat dishes. Our food is crafted from scratch using the finest fresh and handpicked ingredients, and each dish is cooked to order. Grape Leaf Express Tampa is home to a wide array of authentic, home-cooked Mediterranean and Middle Eastern delicacies, with a specialization in Greek and Lebanese dishes. We also offer catering and deliveries, just call ahead for details.įrom our New York-style Halal Chicken and Rice plate, to our mouthwatering Fried Kibbeh (or Raw Kibbeh), to our juicy, tender Chicken Kabobs, and everything in between - our fresh ingredients and original flavor will leave you wanting more! So whether you’re dining in or carrying out, we’ll take care of you. We are a family-friendly restaurant, and we want everyone to leave feeling satisfied with their food and experience at Grape Leaf Express. Our simple philosophy is this: to deliver delicious, wholesome, and fresh food at affordable prices. We also pride ourselves in offering premium Halal certified meatsthat are seasoned to perfection with all of our meat dishes. We strive to bring the best Lebanese, Greek, and American food to Tampa, FL and the surrounding areas of Brandon and Temple Terrace at prices anyone can afford.Įach dish is cooked to order using only raw, handpicked ingredients - ensuring quality food that’s also authentic in taste. At Grape Leaf Express, we combine the finest flavors and most popular dishes from the Mediterranean and Middle East in a fast, casual setting.
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