Data-Efficient Learning in Image Synthesis and Instance Segmentation

Modern deep learning methods have achieve remarkable performance on a variety of computer vision tasks, but frequently require large, well-balanced training datasets to achieve high-quality results. Data-efficient performance is critical for downstream tasks such as automated driving or facial recog...

Full description

Bibliographic Details
Main Author: Robb, Esther Anne
Other Authors: Electrical and Computer Engineering
Format: Others
Published: Virginia Tech 2021
Subjects:
Online Access:http://hdl.handle.net/10919/104676