Essays about: "Pose estimation"

Showing result 1 - 5 of 88 essays containing the words Pose estimation.

  1. 1. Pose Classification of Horse Behavior in Video : A deep learning approach for classifying equine poses based on 2D keypoints

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

    Author : Michaela Söderström; [2021]
    Keywords : Deep Learning; Computer Visison; Horse behavior; Pose estimation; 2D key- points; Pose classification; DeepLabCut; Djupinlärning; Datorseende; Hästbeteende; Pose-estimering; Nyckelpunkter; Intressepunkter; Pose-klassificering; DeepLabCut;

    Abstract : This thesis investigates whether Computer Vision can be a useful tool in interpreting the behaviors of monitored horses. In recent years, research in the field of Computer Vision has primarily focused on people, where pose estimation and action recognition are popular research areas. READ MORE

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

    University essay from Linköpings universitet/Institutionen för medicinsk teknik; Linköpings universitet/Institutionen för medicinsk teknik

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

    Abstract : 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. READ MORE

  3. 3. Deep Learning for estimation of fingertip location in 3-dimensional point clouds : An investigation of deep learning models for estimating fingertips in a 3D point cloud and its predictive uncertainty

    University essay from Linköpings universitet/Statistik och maskininlärning

    Author : Phillip Hölscher; [2021]
    Keywords : Deep Learning; Point Cloud; Hand Pose Estimation; Fingertip Localization; Model Uncertainty;

    Abstract : Sensor technology is rapidly developing and, consequently, the generation of point cloud data is constantly increasing. Since the recent release of PointNet, it is possible to process this unordered 3-dimensional data directly in a neural network. READ MORE

  4. 4. Unsupervised 3D Human Pose Estimation

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

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

    Abstract : 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. READ MORE

  5. 5. Generating 3D Scenes From Single RGB Images in Real-Time Using Neural Networks

    University essay from Malmö universitet/Institutionen för datavetenskap och medieteknik (DVMT)

    Author : Måns Grundberg; Viktor Altintas; [2021]
    Keywords : Scene reconstruction; 3D reconstruction; Pose Estimation;

    Abstract : The ability to reconstruct 3D scenes of environments is of great interest in a number of fields such as autonomous driving, surveillance, and virtual reality. However, traditional methods often rely on multiple cameras or sensor-based depth measurements to accurately reconstruct 3D scenes. READ MORE