Sökning: "mc dropout"

Hittade 3 uppsatser innehållade orden mc dropout.

  1. 1. Probabilistic Detection of Nuclei in Digital Pathology using Bayesian Deep Learning

    Master-uppsats, Uppsala universitet/Institutionen för informationsteknologi

    Författare :Chuxin Zhang; [2022]
    Nyckelord :Uncertainty Estimation; Bayesian Deep Learning; Monte-Carlo Dropout; Digital Pathology;

    Sammanfattning : Deep learning (DL) has demonstrated outstanding performance in a variety of applications. With the assistance of DL, healthcare seeks to reduce labor costs and increase access to high-quality medical resources. To ensure the stability and robustness of DL applications in medicine, it is essential to estimate the uncertainty. LÄS MER

  3. 2. 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

    Master-uppsats, Linköpings universitet/Statistik och maskininlärning

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

    Sammanfattning : 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. LÄS MER

  4. 3. How Certain Are You of Getting a Parking Space? : A deep learning approach to parking availability prediction

    Master-uppsats, Linköpings universitet/Institutionen för datavetenskap

    Författare :Mathias Nilsson; Sophie von Corswant; [2020]
    Nyckelord :monte carlo dropout; mc dropout; long short term memory; lstm; neural network; recurrent neural network; gradient tree boosting; rnn; gradient boosting regression tree; gbrt; quantile regression; traffic congestion; parking; parking occupancy; parking availability; parking space; parking lot; machine learning;

    Sammanfattning : Traffic congestion is a severe problem in urban areas and it leads to the emission of greenhouse gases and air pollution. In general, drivers lack knowledge of the location and availability of free parking spaces in urban cities. LÄS MER