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Research Paper | Computer Science and Information Technology | India | Volume 13 Issue 11, November 2024 | Popularity: 4.9 / 10

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Enhancing Perception and Decision-Making in Autonomous Systems through Vision-based Technologies: Focus on Robotics, Drones, and Self-Driving Cars

Mudasir Ashraf

Abstract: Improvements in vision-based technology have led to important gains in how autonomous systems perceive things and make choices, especially in robotics, drones, and self-driving cars. These technologies use machine learning methods and advanced sensory equipment that let machines analyze visual data similarly to how humans think. Thus, a cross-disciplinary approach is necessary; merging knowledge from computer science, engineering, and cognitive psychology helps explain how machines understand their surroundings and make good decisions based on what they see. The use of advanced imaging methods and real-time data analysis is key in improving the situational awareness of autonomous systems. For example, 3D mapping and object recognition systems enable these machines to tell apart different objects and navigate through tricky areas with little human help. This ability not only boosts efficiency but also significantly cuts down on accidents and improves performance in unpredictable settings. As the technology develops, ethical issues regarding the use of autonomous systems in public areas need careful examination. Additionally, building strong systems for reliability and responsibility in their decision-making is crucial as these technologies move from controlled settings to real-world use. Ongoing study into how algorithms work and the effects of machine bias will be essential for making sure that vision-based technologies enhance independence while also respecting societal standards and values.

Keywords: autonomous systems, vision-based technology, machine learning, real-time data analysis, ethical issues

Edition: Volume 13 Issue 11, November 2024

Pages: 794 - 797

DOI: https://www.doi.org/10.21275/SR241113113417

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