Author: sergio_rodriguez

  • Research on Embedded Multimodal Perception Systems

    In the context of mobile robotics, my research focuses on scene understanding through embedded multi-modal perception systems. This complex problem is crucial for high-impact societal applications, such as Intelligent Transportation Systems, particularly in Advanced Driver Assistance Systems (ADAS) and Autonomous Vehicles.

    Key Research Areas

    Simultaneous Localization and Mapping (SLAM)

    • Multimodal loop-closure fusion
    • HOOFR SLAM Vehicle Localization
    • Machine learning and AI-based algorithms
    • Hardware/software co-design

    Context-Aware Multi-Modal Perception

    • Calibration-free data association

    Computer Vision

    • Multiple-view geometry
    • Scene motion reconstruction

    Filtering and Multiple Target Tracking

    • Bayesian approaches
    • Multi-sensor data fusion
    • Data association

    Ongoing Works for industrial applications academic studies such as

    • Embedded rail defect detection system
    • Trajectory prediction systems for autonomous vehicles
    • Rider behavior characterization using gaze analysis
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