Essays about: "pupil localization"

Found 2 essays containing the words pupil localization.

1. 1. Deep Learning Pupil Center Localization

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

   Author : Johannes Deselaers; [2020]
   Keywords : ;

   Abstract : This project strives to achieve high performance object localization with Convolutional Neural Networks (CNNs) - in particular for pupil centers in the context of remote eye tracking systems. Three different network architectures suitable to the task are developed, evaluated and compared - one based on regression using fully connected layers, one Fully Convolutional Network and one Deconvolutional Network. READ MORE

3. 2. Augmenting High-Dimensional Data with Deep Generative Models

   University essay from KTH/Robotik, perception och lärande, RPL

   Author : Mårten Nilsson; [2018]
   Keywords : GAN; GANs; machine learning; deep learning; generative model; generative models; deep generative model; deep generative models; generative adversarial networks; VAE; VAEs; variational autoencoder; variational autoencoders; autoencoder; auto encoder; encoder; decoder; computer vision; eye tracking; pupil localization; pupil; eyes; eye; synthetic data; big data; data generation; synthetic data generation; neural networks; neural network; high-dimensional data; high-resolution images.;

   Abstract : Data augmentation is a technique that can be performed in various ways to improve the training of discriminative models. The recent developments in deep generative models offer new ways of augmenting existing data sets. READ MORE