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  1. A Comparison Study between Traditional and Deep-Reinforcement-Learning ...

    This article proposes a comparative study between both autonomous-navigation approaches, by identifying the most effective algorithms and applying them to virtual scenarios with a real …

  2. Basics and Applications of AI in ADAS and Autonomous Vehicles

    Oct 28, 2022 · This chapter reviews the basic concepts and recent applications of AI in ADAS and AV, including supervised learning, unsupervised learning, reinforcement learning, DL …

  3. Object Detection, Recognition, and Tracking Algorithms for …

    Dec 31, 2023 · There are two main types of algorithms used in ADASs: traditional algorithms and DL algorithms. In this section, we discuss the advantages and disadvantages of traditional and …

  4. (PDF) Machine Learning Techniques in ADAS: A Review

    Jun 1, 2018 · Main components of ADAS, namely: (a) longitudinal control and lateral control, (b) driver vigilance monitoring system, and (c) parking assistance system. Content may be subject …

  5. The Evolution Of Deep Learning For ADAS Applications

    Jun 8, 2017 · For each object to be detected, traditional computer vision algorithms were hand-crafted. Examples of algorithms used for detection include Viola-Jones and more recently …

  6. Implementation of Deep Learning Algorithm on a Custom …

    Sep 6, 2022 · Camera sensors that provide computer vision-based object detection capability using deep learning-based algorithms are a vital part of ADAS across all levels of automation.

  7. A Progressive Review: Emerging Technologies for ADAS Driven …

    Oct 27, 2021 · Notably, the learning algorithms such as supervised, unsupervised, reinforcement learning and deep learning solutions for ADAS are considered and discussed. Significantly, …

  8. Innovations in algorithms, models, and methodologies have emerged, showcasing promising strides in enhancing ADAS capabilities. From deep learning architectures to reinforcement …

  9. 7 Key Differences Between AI, Machine Learning, and Deep Learning

    1 day ago · Machine learning systems outperform traditional AI when faced with ambiguity and variability. Spam filters, recommendation engines, fraud detection systems, and predictive …

  10. Artificial Intelligence (AI) utilizing deep learning techniques to ...

    Sep 22, 2023 · The training process in an ADAS system involves training deep learning models using optimization algorithms and loss functions. These methods are employed to optimize the …

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