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  1. 1. Smart Tracking for Edge-assisted Object Detection : Deep Reinforcement Learning for Multi-objective Optimization of Tracking-based Detection Process

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Shihang Zhou; [2023]
    Keywords : Tracking-By-Detection; Deep Reinforcement Learning; Multi-Objective Optimization; Spårning genom detektion; Djup förstärkningsinlärning; Multiobjektiv optimering;

    Abstract : Detecting generic objects is one important sensing task for applications that need to understand the environment, for example eXtended Reality (XR), drone navigation etc. However, Object Detection algorithms are particularly computationally heavy for real-time video analysis on resource-constrained mobile devices. READ MORE

  2. 2. Ball tracking algorithm for mobile devices

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Kamil Rzechowski; [2020]
    Keywords : Object tracking; ball tracking; object tracking on mobile devices; object tracking on iPhone; SiameseFC tracker; convolutional neural networks for object tracking; JustFootball; Objektspårning; bollspårning; objektspårning på mobila enheter; objektspårning på iPhone; SiameseFC-tracker; konvolutionsneurala nätverk för objektspårning; JustFootball;

    Abstract : Object tracking seeks to determine the object size and location in the following video frames, given the appearance and location of the object in the first frame. The object tracking approaches can be divided into categories: online trained trackers and offline trained tracker. READ MORE