Neural fields in aerial 3D reconstruction

Jun 3, 2023

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Methods using neural fields for novel view synthesis are hot research topic. Training of neural fields was initially very computationally demanding and could take days to create one scene and minutes for rendering each view. But soon after came invention of Instant NeRF from Nvidia which fasten the computation rapidly and we decided to test how it works with images from aerial scanning. With few modifications it is possible to also create mesh of the scene. In this talk we will share our experiments with various neural field based methods applied on aerial data and comparison of the results with our traditional SfM algorithm for 3D reconstruction.

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Über Machine Learning Prague

Machines can learn. Incredibly fast. Faster than you. They are getting smarter and smarter every day. They are already changing your world, your business and your life. Artificial intelligence revolution is here. Come and learn how to turn this threat into your biggest opportunity. This is not another academic conference. Our goal is to foster discussion between machine learning practitioners and all people who are interested in applications of modern trends in artificial intelligence. You can look forward to inspiring people, algorithms, data, applications, workshops and a lot of fun during three days as well as at two great parties.

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