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An application for Farmers to recommend them the best types of crops which can be cultivated on a certain piece of land using Soil Image.

Home Page: https://ieeexplore.ieee.org/document/10435817

Kotlin 0.04% Swift 0.44% Objective-C 0.01% Dart 86.17% CMake 5.52% C++ 6.87% C 0.42% HTML 0.54%
agriculture cnn-keras crop-recommendation flutter soil-classification weather-forecast soil-wikipedia

agribranch's Introduction

Agribranch

Agribranch

An application for Farmers to recommend them the best types of crops which can be cultivated on a certain piece of land using Soil Image.

The field of precision agriculture has been advancing rapidly in recent years, with the increasing availability of data from sensors, drones, and satellites. One important aspect of precision agriculture is crop recommendation, which involves suggesting the best crops to plant in a particular area based on soil and weather conditions.

we provided a unique method for crop recommendation using soil images and weather data collected from a flutter application. Our method uses convolutional neural networks (CNNs) implemented in TensorFlow Keras to analyze the soil images and weather data and make crop recommendations based on the results. We demonstrate the effectiveness of our approach through extensive experimentation and comparison with existing methods.

Our findings demonstrate that our suggested strategy surpasses current approaches in terms of accuracy and efficiency and has the potential to greatly increase agricultural yields and decrease waste. This project contributes to the growing body of research in precision agriculture and has important implications for sustainable farming practices.

Technology Used

Flutter TensorFlow-Kereas CNN Algorithm

Methodology of Crop Recommendation

Cnn

Output Images of the Project

WhatsApp Image 2023-07-18 at 11 14 42 AM

WhatsApp Image 2023-07-18 at 11 14 43 AM

WhatsApp Image 2023-07-18 at 11 14 43 AM (1)

WhatsApp Image 2023-07-18 at 11 14 43 AM (2)

WhatsApp Image 2023-07-18 at 11 14 43 AM (3)

WhatsApp Image 2023-07-18 at 11 14 44 AM (1)

WhatsApp Image 2023-07-18 at 11 21 40 AM

WhatsApp Image 2023-07-18 at 11 21 40 AM (1)

WhatsApp Image 2023-07-18 at 11 14 44 AM

Demostration

Agribranch.mp4

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