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3D
ServiceNow Research
3D
Kubric: A scalable dataset generator
Data is the driving force of machine learning, with the amount and quality of training data often being more important for the …
Klaus Greff
,
Francois Belletti
,
Lucas Beyer
,
Carl Doersch
,
Yilun Du
,
Daniel Duckworth
,
David J. Fleet
,
Dan Gnanapragasam
,
Florian Golemo
,
Charles Herrmann
,
Thomas Kipf
,
Abhijit Kundu
,
Dmitry Lagun
,
Issam H. Laradji
,
Hsueh-Ti (Derek)Liu
,
Henning Meyer
,
Yishu Miao
,
Derek Nowrouzezahrai
,
Cengiz Oztireli
,
Etienne Pot
,
Noha Radwan
,
Daniel Rebain
,
Sara Sabour
,
Mehdi S. M. Sajjadi
,
Matan Sela
,
Vincent Sitzmann
,
Austin Stone
,
Deqing Sun
,
Suhani Vora
,
Ziyu Wang
,
Tianhao Wu
,
Kwang Moo Yi
,
Fangcheng Zhong
,
Andrea Tagliasacchi
Computer Vision and Pattern Recognition (CVPR), 2022.
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Neural Point Light Fields
We introduce Neural Point Light Fields that represent scenes implicitly with a light field living on a sparse point cloud. Combining …
Julian Ost
,
Issam H. Laradji
,
Alejandro Newell
,
Yuval Bahat
,
Felix Heide
Computer Vision and Pattern Recognition (CVPR), 2022.
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Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests
Different types of mental rotation tests have been used extensively in psychology to understand human visual reasoning and perception. …
Christopher Beckham
,
Martin Weiss
,
Florian Golemo
,
Sina Honari
,
Derek Nowrouzezahrai
,
Christopher Pal
Pattern Recognition (PR), 2022.
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SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction
Recent work has made significant progress in learning object meshes with weak supervision. Soft Rasterization methods have achieved …
Issam H. Laradji
,
Pau Rodriguez
,
David Vazquez
,
Derek Nowrouzezahrai
Workshop at the International Conference on Computer Vision (ICCV), 2021.
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3D Perception with Slanted Stixels on GPU
This article presents a GPU-accelerated software design of the recently proposed model of Slanted Stixels, which represents the …
Daniel Hernandez
,
Antonio Espinosa
,
David Vazquez
,
Antonio M. Lopez
,
Juan C. Moure
IEEE Transactions on Parallel and Distributed Systems, 2021.
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Domain-Adaptive Single-view 3D Reconstruction
Single-view 3D shape reconstruction is an important but challenging problem, mainly for two reasons. First, as shape annotation is very …
Pedro O. Pinheiro
,
Negar Rostamzadeh
,
Sungjin Ahn
International Conference on Computer Vision (ICCV), 2019.
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Pix2Shape: Towards Unsupervised Learning of 3D Scenes from Images using a View-based Representation
We infer and generate three-dimensional (3D) scene information from a single input image and without supervision. This problem is …
Sai Rajeswar Mudumba
,
Fahim Mannan
,
Florian Golemo
,
Jérôme Parent-Lévesque
,
David Vazquez
,
Derek Nowrouzezahrai
,
Aaron Courville
International Journal in Computer Vision (IJCV), 2019.
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Unsupervised Depth Estimation, 3D Face Rotation and Replacement
We present an unsupervised approach for learning to estimate three dimensional (3D) facial structure from a single image while also …
Joel Ruben Antony Moniz
,
Christopher Beckham
,
Simon Rajotte
,
Sina Honari
,
Christopher Pal
Conference on Neural Information Processing Systems (NeurIPS), 2018.
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Slanted Stixels: A way to represent steep streets
This work presents and evaluates a novel compact scene representation based on Stixels that infers geometric and semantic information. …
Daniel Hernandez
,
Lukas Schneider
,
Pau Cebrian
,
Antonio Espinosa
,
David Vazquez
,
Antonio M. Lopez
,
Uwe Franke
,
Marc Pollefeys
,
Juan C. Moure
International Journal in Computer Vision (IJCV), 2018.
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