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Elliot Vincent

3 accepted papers

2024

Learnable Earth Parser: Discovering 3D Prototypes in Aerial Scans

CVPR 2024poster

We propose an unsupervised method for parsing large 3D scans of real-world scenes with easily-interpretable shapes. This work aims to provide a practical tool for analyzing 3D scenes in the context of aerial surveying and mapping without the need for user annotations. Our approach is based on a prob…

2024

OpenStreetView-5M: The Many Roads to Global Visual Geolocation

CVPR 2024poster

Determining the location of an image anywhere on Earth is a complex visual task which makes it particularly relevant for evaluating computer vision algorithms. Determining the location of an image anywhere on Earth is a complex visual task which makes it particularly relevant for evaluating computer…

2021

Unsupervised Layered Image Decomposition Into Object Prototypes

ICCV 2021poster

We present an unsupervised learning framework for decomposing images into layers of automatically discovered object models. Contrary to recent approaches that model image layers with autoencoder networks, we represent them as explicit transformations of a small set of prototypical images. Our model…

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