Photoconsistent and Trajectory Guided Novel-View Synthesis Tool for UAV Cinematography Based on Autoregressive Transformers

Novel view synthesis is the task of generating new images that render an object or scene from a different viewpoint than the one given. It aims to create new views of a specific subject starting from a number of pictures taken from a known points of view. The novel view synthesis problem can be approached in two different ways: as a problem of interpolation of images between two known images or extrapolation of images from one or a subset of images. During this work, the problem of the extrapolation will be addressed. Taking advantage of the fact that it is possible to pre-calculate the trajectories that we want the camera that takes the images to execute, from a series of known shot-types. Based on that and on the Autoregressive Transformers, it is presented a end-to-end tool for novel-view synthesis from previously unvisited points of view for aerial cinematography robots.

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Published
2024-09-22
DOI
https://doi.org/10.1109/mlsp58920.2024.10734750
Primary Topic
Robotics and Sensor-Based Localization
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article
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article

Photoconsistent and Trajectory Guided Novel-View Synthesis Tool for UAV Cinematography Based on Autoregressive Transformers

Marco A. Montes-Grova, Francisco J. Pérez-Grau, Antidio Viguria, Ioannis Pitas et al.
Robotics and Sensor-Based Localization
article

Photoconsistent and Trajectory Guided Novel-View Synthesis Tool for UAV Cinematography Based on Autoregressive Transformers

Marco A. Montes-Grova, Francisco J. Pérez-Grau, Antidio Viguria, Ioannis Pitas, Vasileios Mygdalis
article en

Abstract

Novel view synthesis is the task of generating new images that render an object or scene from a different viewpoint than the one given. It aims to create new views of a specific subject starting from a number of pictures taken from a known points of view. The novel view synthesis problem can be approached in two different ways: as a problem of interpolation of images between two known images or extrapolation of images from one or a subset of images. During this work, the problem of the extrapolation will be addressed. Taking advantage of the fact that it is possible to pre-calculate the trajectories that we want the camera that takes the images to execute, from a series of known shot-types. Based on that and on the Autoregressive Transformers, it is presented a end-to-end tool for novel-view synthesis from previously unvisited points of view for aerial cinematography robots.

Aristotle University of Thessaloniki (GR), Center for Advanced Aerospace Technologies (ES)
Openalex Percentile: Top 70%
Robotics and Sensor-Based Localization
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