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CNN MODELS: ROBUST TECHNIQUES FOR TARGET DETECTION

  • TypeEbook
  • CategoryAcademic
  • Sub CategoryText Book
  • StreamElectrical Engineering

Object detection is a crucial task for drones, as it enables them to identify and track targets in real-time. However, detecting objects from drones is challenging due to instability, low resolution, and other factors. This project aimed to develop machine learning algorithms to enhance the object detection capabilities of drones.

The project used a raw dataset of images of drones and birds from Kaggle to train the machine learning algorithm. The images were labeled to prepare the dataset, and the algorithm was trained to detect the presence of birds and drones in the images. The final model achieved an accuracy of 85% and could identify targets in real-time, along with bounding boxes, machine learning model developed in this project has significant implications for the drone industry. By improving the object detection capabilities of drones, it can help both commercial and defense industries to identify different objects like people, cars, weapons, birds, and enemy drones.

The implementation of machine learning for object detection in drones can make them more multifunctional, fast, and efficient. This can help in various applications, such as surveillance, agriculture, and wildlife monitoring.This project demonstrates the potential of machine learning for enhancing the object detection capabilities of drones. By developing more accurate and effective models, drones can quickly and efficiently identify targets, which can have significant benefits in various industries
 

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Book Title CNN MODELS: ROBUST TECHNIQUES FOR TARGET DETECTION
Author(s) Dr. Dr. Sudhir Kumar Chaturvedi
eISBN 978-93-5747-859-5
Book Language ENGLISH
Date Published October, 2023
Total Pages 76
Book Edition CNN MODELS: ROBUST TECHNIQUES FOR TARGET DETECTION

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