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Hand Recovery for Geometry-Based Models Using EPD-Based Particle Swarm Optimisation

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Optimisation Algorithms for Hand Posture Estimation

Part of the book series: Algorithms for Intelligent Systems ((AIS))

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Abstract

This chapter includes the results of the PSO\(+\)EPD algorithm when estimating hand postures from a completely random initial posture. In hand recovery, when tracking is lost, or in the first frame, once hand posture estimation starts the hand posture should be found from a random initial guess (when using generative methods). In case of a correct hand posture estimation, each frame utilises the previous frame, which significantly reduces the difficulty for the optimisation algorithm.

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Reference

  1. Oikonomidis I, Kyriazis N, Argyros AA (2011) Efficient model-based 3d tracking of hand articulations using kinect. In: BMVC, vol 1, p 3

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Correspondence to Shahrzad Saremi .

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Saremi, S., Mirjalili, S. (2020). Hand Recovery for Geometry-Based Models Using EPD-Based Particle Swarm Optimisation. In: Optimisation Algorithms for Hand Posture Estimation. Algorithms for Intelligent Systems. Springer, Singapore. https://doi.org/10.1007/978-981-13-9757-8_6

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