Sökning: "Human pose estimation"

Visar resultat 1 - 5 av 21 uppsatser innehållade orden Human pose estimation.

  1. 1. Evaluation of 3D motion capture data from a deep neural network combined with a biomechanical model

    Master-uppsats, Linköpings universitet/Institutionen för medicinsk teknik; Linköpings universitet/Institutionen för medicinsk teknik

    Författare :Anna Rydén; Amanda Martinsson; [2021]
    Nyckelord :Human pose estimation; motion capture; deep neural network; CNN; MargiPose; biomechanical modelling; AnyBody modelling system;

    Sammanfattning : Motion capture has in recent years grown in interest in many fields from both game industry to sport analysis. The need of reflective markers and expensive multi-camera systems limits the business since they are costly and time-consuming. LÄS MER

  2. 2. Unsupervised 3D Human Pose Estimation

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Sri Datta Budaraju; [2021]
    Nyckelord :Computer Vision; Projective Geometry; Deep Learning; Unsupervised Learning; 3D Human Pose Estimation; GAN; AutoEncoder; Hybrid Generative Model; Self Supervision;

    Sammanfattning : The thesis proposes an unsupervised representation learning method to predict 3D human pose from a 2D skeleton via a VAEGAN (Variational Autoencoder Generative Adversarial Network) hybrid network. The method learns to lift poses from 2D to 3D using selfsupervision and adversarial learning techniques. LÄS MER

  3. 3. Low latency object detection on the Edge-cloud AprilTag-assisted object detection and positioning

    Master-uppsats, Uppsala universitet/Institutionen för informationsteknologi

    Författare :Dong Wang; [2021]
    Nyckelord :;

    Sammanfattning : This study proposes a low-latency video processing pipeline for object detection and positioning. The pipeline employs GPU-based inferenceframeworks and lightweight models for fast detection. LÄS MER

  4. 4. Skeleton Tracking for Sports Using LiDAR Depth Camera

    Master-uppsats, KTH/Medicinteknik och hälsosystem

    Författare :Panagiotis Efstratiou; [2021]
    Nyckelord :Depth camera; Human pose estimation; Kinematics; Motion Capture; Skeletal tracking; Djupkamera; Uppskattning av mänsklig pose; Kinematik; Rörelseregistreringssystem; Skelettspårning;

    Sammanfattning : Skeletal tracking can be accomplished deploying human pose estimation strategies. Deep learning is shown to be the paramount approach in the realm where in collaboration with a ”light detection and ranging” depth camera the development of a markerless motion analysis software system seems to be feasible. LÄS MER

  5. 5. Continuous Balance Evaluation by Image Analysis of Live Video : Fall Prevention Through Pose Estimation

    Master-uppsats, KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Författare :Henrik Runeskog; [2021]
    Nyckelord :Fall prevention; balance estimation; center of mass; center of pressure; human pose estimation; human keypoint detection; Fallprevention; balansestimering; tyngdpunkt; tryckcentrum; kroppshållningsestimation;

    Sammanfattning : The deep learning technique Human Pose Estimation (or Human Keypoint Detection) is a promising field in tracking a person and identifying its posture. As posture and balance are two closely related concepts, the use of human pose estimation could be applied to fall prevention. LÄS MER