Sökning: "Active deep dropout"

Hittade 2 uppsatser innehållade orden Active deep dropout.

  1. 1. Driver Behavior Classification in Electric Vehicles

    Master-uppsats, Göteborgs universitet/Institutionen för data- och informationsteknik

    Författare :FEDERICA COMUNI; CHRISTOPHER MÉSZÁROS; [2021-07-06]
    Nyckelord :Aggressive driver behavior; Driver behavior classification; Self-attention; Recurrence plots; active learning; Active deep dropout; Gradual pseudo labeling;

    Sammanfattning : Studies have shown that driving style affects the energy consumption of electric vehicles, with aggressive driving consuming up to 30% more energy than moderate driving. Therefore, modeling of aggressive driving can provide a more precise estimation of the energy consumption and the remaining range of a vehicle. LÄS MER

  2. 2. Active Learning for Road Segmentation using Convolutional Neural Networks

    Master-uppsats, Linköpings universitet/Datorseende

    Författare :Michael Sörsäter; [2018]
    Nyckelord :Active learning; Monte Carlo dropout; Semantic Segmentation; Convolutional Neural Networks; Uncertainty; CNN; Deep Learning; Road Segmentation; Machine learning;

    Sammanfattning : In recent years, development of Convolutional Neural Networks has enabled high performing semantic segmentation models. Generally, these deep learning based segmentation methods require a large amount of annotated data. Acquiring such annotated data for semantic segmentation is a tedious and expensive task. LÄS MER