Turkish Journal of Physiotherapy and Rehabilitation; 32(3) ISSN 2651-4451 | e-ISSN 2651-446X www.turkjphysiotherrehabil.org 2810 REAL TIME DEPLOYMENT AND PREDICTING DIFFERENT CROP DISEASES WITH A MOBILE APPLICATION C. Gokul 1 , K. Yoganandth 2 , D.S. John Deva Prasanna 3 1 UG Scholar,Department of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, India. 2 UG Scholar,Department of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, India. 3 AP(SG),AssistantProfessor, Department of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, India. ABSTRACT Over last few decades there has been an effort of developing automatic plant disease detection and recognition. So thatin this consequence,the farmer can take precaution on that time with apposite treatment.The disease detection and identification in large field through automatic technique is really useful as it reduces the work, time and cost for observation and evaluation of disease symptoms. Earlier mpeg-7 visual descriptors were used to detect diseases in maize plants and the drawback is it as low accuracy rate, in this project we use a modified squeezenet algorithm which is a low weighted algorithm. We are using modified squeezenet instead normal squeezenet algorithm because to increase accuracy by increasing the convolutional layers. mobile application is developed where we can capture image of the affected agricultural crop plant and as well as suggests the type of chemical fertilizer to be used to the farmer to decrease the loss of yield due to the use of wrong fertilizers. The accuracy of the result is found to be better than the existing algorithms. Keywords:Mobile Application, Javascript Framework, Oryza Glaberrima. I. INTRODUCTION 1.1 Paddy Production Paddy cultivation is a very water intensive and laborious job. If you want to do rice cultivation then here is the complete guide on scientifically growing rice in India.Rice is the staple food of people from Southern and eastern parts of India. It is hence widely cultivated in India and other parts of Asia such as China, Japan, Indonesia, Bangladesh, Thailand, etc. Cultivating rice is indeed laborious and it needs a lot of water. Rice is the seed of a grass variety called Oryza sativa and Oryza glaberrima. Paddy plant has a fibrous root with the plant growing up to 6 feet tall. It has a round jointed stem with leaves being long and pointed. The edible seeds which are sold commercially as ‘rice’ grow on the top in the form of separate stalks. Technically this is called paddy as the seeds are covered with a brown coloured husk. The paddy is then harvested and de husked resulting in the commercially important rice. Often people confuse rice and paddy. Rice fields are also called as paddy fields.The sowing time is June-July and is harvested during November- December months. 84% of the country’s rice supply is grown in the kharif crop.Rice cultivated during Rabi season is also called as ‘summer rice’. It is sown in the months of November to February and harvested during March to June. 9% of total rice crop is grown in this season. The pre-kharif or ‘autumn rice’ is sown during May to August. The sowing time also depends on the rainfall and weather condition. Hence the timing may differ slightly from place to place. Generally, it is harvested during September- October months. 7% of the total rice crop in India grows in this season and short duration varieties which mature within 90-110 days are cultivated.Almost every type of soil can be used for rice cultivation provided the region has a high level of humidity, sufficient rainfall with irrigational facilities, and a high temperature. The major types of soils for rice cultivation are black soil, red soil (loamy and yellow), laterite soil,