Precise Estimation of Medicinal Plant Identification Using AI Technology

Last Updated : 26-04-2023
4 Lessons
6 Enrolled

Hardware and Software Requirements:

Discover the Natural Remedies in Your Garden.

identify and study the active ingredients in plants and their associated health benefits.

Help to determine the safety and efficacy of different herbal remedies

it can be used to identify new potential therapeutic agents

Software/Hardware requirement:

Hardware requirement

  • Graphics Processing Unit (GPU)
  • A minimum of 8GB RAM
  • Hard disk with at least 200GB of storage

Software requirement

  • Python programming language
  • TensorFlow or Keras deep learning frameworks
  • OpenCV computer vision library

Tool:

IDLE is Python’s Integrated Development and Learning Environment. It allows programmers to easily write Python code. Just like Python Shell, IDLE can be used to execute a single statement and create, modify, and execute Python scripts.

Technology:

Machine Learning is the field of study that gives computers the capability to learn without being explicitly programmed. ML is one of the most exciting technologies that one would have ever come across. 

As it is evident from the name, it gives the computer that makes it more similar to humans: The ability to learn. Machine learning is actively being used today, perhaps in many more places than one would expect.

Project Description / implementation:

The advancement of medical science has given patients more options for disease treatment based on their unique requirements and circumstances. The significance of medicinal plants is rising. Knowing the natural cures for better health would be very helpful. Instead of using medications, there are several benefits of using medicinal plants.

Ayurveda is a traditional medical system with roots in the Vedic era, or roughly 5000 years ago. It is still practiced today in India. Plant leaves and other plant components, such as roots, bark, and other parts, are the primary ingredients of Ayurvedic medicines. More than 8000 plants with therapeutic significance that are rich in secondary metabolites and could be used as drug sources are of Indian origin.

The medicinal plant leaf identification properties will depend on the type of plant it comes from. Different plants have different active compounds and compounds with medicinal properties. To determine the medicinal properties of a leaf, it is necessary to identify the plant species and then research the compounds that the plant contains. 

This can be done by looking at the scientific literature and identifying compounds that have been studied and found to have medicinal properties. Alternatively, a botanist or pharmacologist may be consulted to help identify and evaluate the medicinal properties of a leaf.

This work provides information on the medicinal benefits on health as well as the fast identification of medicinal plants.

About CNN:

Using convolutional neural networks (CNNs), it is possible to determine a variety of medicinal leaf properties. CNNs are a type of machine learning algorithm that can be used to analyze images and classify them into different categories. 

This can be used to identify characteristics of medicinal leaves, such as shape, color, size, and texture. By training a CNN on a set of medicinal leaf images, it is possible to accurately classify them and extract data on the properties of the leaves. This could be used in medical research to quickly identify and classify medicinal leaves and their properties.

A convolutional neural network (CNN) is a type of artificial neural network that can be used for image classification. It is composed of multiple layers of convolutional neurons and is used to analyze and classify images. 

Each neuron in the network takes in an image as an input and performs a series of mathematical operations to identify features in the image. 

These features are then used to classify the image into a particular category. CNNs are particularly effective at recognizing patterns in images and can be used to accurately classify and identify medicinal leaves.

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