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Advanced School for Computing and Imaging (ASCI)

ASCI office
Delft University of Technology
Building 28, room E.3080
Van Mourik Broekmanweg 6
2628 XE – DELFT, The Netherlands

E: asci-office@tudelft.nl

Directions

The ASCI office is located at the Delft University of Technology campus.  It is easily accessible by bicycle, public transport and car. The numbers of buildings can help you find your way around the campus. Make sure you remember the name and building number of your destination.

Contact us at +31 15 278 8032 or send us an email at asci-office@tudelft.nl

Outdoor Image Understanding from Multiple Vision Modalities

Outdoor Image Understanding from Multiple Vision Modalities

Author : Hoàng-Ân Lê
Promotor(s) : Prof. dr. T. Gevers / dr. T. E. J. Mensink
University : Universiteit van Amsterdam
Year of publication : 2021
Link to repository : UVA repository

Abstract

The thesis investigates various computer vision modalities, which, taken from the broad definitions, include both sensory data as well as subsequent interpretation such as RGB, depth, intrinsic images, semantic maps, surface normals, optical flow, and point clouds. Specifically, the thesis focuses on the research question how various computer vision modalities can be exploited and combined. The question is tackled from multiple perspectives, starting with decomposing a primary modality, followed by the study of modality complement and combination. The subsequent chapters explore multimodality from a generative perspective, how a modality benefits generation of the others, and concludes with the construction of a multimodal synthetic dataset.