International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 10 Issue: 05 | May 2023
p-ISSN: 2395-0072
www.irjet.net
Mouse Cursor Control Hands Free Using Deep Learning G. Abhishek1, M. Bhanu Teja2, S. Mohammed Hafeez3, N. Latha Madhuri4 1UG student, Dept. of Electronics and Computers Engineering, Sreenidhi Institute of Science and Technology,
Telangana, India
2UG student, Dept. of Electronics and Computers Engineering, Sreenidhi Institute of Science and Technology,
Telangana, India
3UG student, Dept. of Electronics and Computers Engineering, Sreenidhi Institute of Science and Technology,
Telangana, India Asst. Professor, Dept. of Electronics and Computers Engineering, Sreenidhi Institute of Science and Technology, Telangana, India ---------------------------------------------------------------------***--------------------------------------------------------------------4
Abstract – Mouse-free cursor control using facial
free cursor control using facial movements. This technology allows users to navigate and interact with digital interfaces through natural facial expressions. Facial recognition and tracking technologies have witnessed significant progress in recent years, finding applications in various domains, from security systems to augmented reality. Building upon these advancements, researchers and engineers have devised intelligent systems capable of accurately interpreting facial movements and translating them into precise cursor movements on the screen. This breakthrough opens up a world of possibilities, empowering individuals with limited mobility, eliminating the need for physical peripherals, and revolutionizing the way we interact with digital interfaces. The concept of this project is to make facial movements embodies a user-centered approach, emphasizing the importance of intuitive and natural interaction. By harnessing the power of facial expressions, users can navigate menus, click, scroll, and perform a wide range of actions seamlessly, mimicking the way we instinctively interact with the physical world. This technology will not just enhance the accessibility but also improves productivity, as it eliminates the physical constraints linked with traditional input devices, allowing users to interact with their devices in a more dynamic and flexible manner. Moreover, the potential applications of mouse-free cursor control extend beyond personal computing devices. Industries such as healthcare, gaming, virtual reality, and design can greatly benefit from this technology. In healthcare, for instance, it can facilitate hands-free navigation of medical records, reducing the risk of contamination and improving workflow efficiency. In the gaming and virtual reality realms, it can provide an immersive and intuitive experience by enabling users to control their virtual avatars.
movements has emerged as an innovative technology that revolutionizes the way we interact with digital interfaces. By harnessing the power of facial expressions, users can navigate menus, click, scroll, and perform various actions seamlessly, mimicking natural interaction. This technology eliminates the need for physical input devices such as mice and trackpads, offering a more intuitive and accessible approach to humancomputer interaction. Facial recognition and tracking technologies have played a crucial role in the development of mouse-free cursor control.. By predicting facial landmarks and analyzing features like eye aspect ratio and mouth aspect ratio, the system can detect actions such as winks, blinks, yawns, and pouts, which act as triggers for controlling the mouse cursor. We have used SVM and HOG algorithms in this project to predict cursor movement from facial features extracted and HOG for obtaining facial landmarks. The applications of mouse-free cursor control extend beyond personal computing devices. Industries such as healthcare, gaming, virtual reality, and design can greatly benefit from this technology. In healthcare, it enables hands-free navigation of medical records, improving workflow efficiency and reducing the risk of contamination. In gaming and virtual reality, it provides an immersive and intuitive experience by allowing users to control their virtual avatars with facial expressions Key Words: Mouse-free cursor control, facial movements, digital interfaces, natural interaction, SVM, HOG, facial recognition, tracking technologies, intelligent systems, facial landmarks, eye aspect ratio, mouth aspect ratio.
1.INTRODUCTION In today's digital age, where computers and devices play an integral and essential role in our daily lives, the way we interact with technology continues to evolve. The traditional cursor control methods that are prevailing in the market are primarily reliant on manual input devices such as mice and trackpads, are being challenged by innovative solutions aimed at enhancing user experience and accessibility. One such groundbreaking advancement is the advent of mouse-
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2. LITERATURE SURVEY The primary objective of this eye-controlled system is to monitor cursor movement by identifying the central position of the pupil. To achieve this, a combination of Raspberry Pi and OpenCV is employed. The Raspberry Pi serves as the hardware platform and is equipped with an SD/MMC card
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