Toward practical depth estimation based on deep learning
Zhang, Youmin <1994>
Subject
ING-INF/05 Sistemi di elaborazione delle informazioni
Description
Depth estimation from images is a classic computer vision problem that has occupied researchers for decades. Obtaining dense and accurate depth estimation is pivotal to effectively address higher-level tasks in computer vision such as autonomous driving, 3D reconstruction, and robotics.
Therefore, with a focus on diverse depth estimation setups, this thesis addresses significant challenges that impact methodologies for inferring depth from images or obtaining completed depth from hardware sensors. The goal is to develop precise and efficient frameworks tailored for accurate Simultaneous Localization And Mapping (SLAM) in challenging environments.
Zhang, Youmin (2024) Toward practical depth estimation based on deep learning, [Dissertation thesis], Alma Mater Studiorum Università di Bologna. Dottorato di ricerca in Computer science and engineering , 36 Ciclo. DOI 10.48676/unibo/amsdottorato/11525.