Crop yield prediction is a crucial and challenging task in agriculture due to the complex and non-linear parameters involved. It mainly depends on three fluctuating factors namely soil, weather and environment hence t...
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In today's changing world, the rise in car accidents and deaths on the road is an outcome of increasing traffic and population growth. The World Health Organization (WHO) states that a concerning 1.35 million live...
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The primary objective of classical multiview clustering (MVC) is to categorize data into separate clusters under the assumption that all perspectives are completely available. However, in practical situations, it is c...
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In the current academic environment, the increasing prevalence of stress among students has become a critical concern, significantly affecting both mental health and academic outcomes. Factors such as heavy academic w...
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Air writing is a unique method that allows individuals to freely write or draw in the air without the need for sensor devices. One of the significant applications is aimed at addressing the challenges faced by dyslexi...
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Air writing is a unique method that allows individuals to freely write or draw in the air without the need for sensor devices. One of the significant applications is aimed at addressing the challenges faced by dyslexic children, who often struggle with reading, writing, and spelling. Currently, there is a lack of tailored applications to guide dyslexic children through their learning process. This paper presents a groundbreaking solution designed to assist dyslexic individuals in mastering the art of writing alphabets, digits, and words. Using various hand gestures, children can effortlessly write any character, digit, or word on a virtual canvas and memorize them easily through the hand movements. This approach not only makes learning enjoyable but also boosts a child's confidence. Additionally, the application allows children to unleash their imagination by creating doodles. While existing air writing methods have limitations, such as reliance on devices and restricting content to digits and characters within predefined boundaries. These limitations have been overcome in our proposed approach. Leveraging afordable technologies, our system caters to the needs of dyslexic learners and serves as an interactive tool to enhance their writing skills. It also provides a means of communication for the deaf and mute community. Utilizing cutting-edge technologies such as machine learning, deep learning, computer vision, and web development, we have developed a practical application that seamlessly tracks finger movements and gestures, capturing trajectories and images for classification. Our model exhibits remarkable performance, achieving a training accuracy rate of 98.57% for digit recognition, 98.80% for character recognition, and 97.09% for doodle recognition. This paper contributes valuable insights into the development of an effective and engaging tool to improve learning skills for students, particularly dyslexic children, while also addressing communication barriers
In the rapidly evolving digital landscape network security and efficiency are important especially with the increasingly widespread network anomalies that can cause severe performance degradation. Using dataset, Data ...
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In the realm of Natural Language Processing (NLP), Abstract Text Summarization (ATS) holds a crucial position, involving the transformation of lengthy textual content into concise summaries while retaining essential i...
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The retina is an essential component of the visual system, and maintaining eyesight depends on the timely and accurate detection of disorders. The early-stage detection and severity classification of diabetic retinopa...
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Ocular disorders are one of the severe eye disease The proposed system is to design and develop an automated system which captures the patient's eye image and uses the benefits of Convolutional Neural Networks (CN...
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In recent years communication through image has evolved so much that we must make sure that secret message stages should not be leaked. Hence the use of compression-encryption algorithms is of utmost necessity. In thi...
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