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Object Scene Representation Transformer


Jun 14, 2022
Mehdi S. M. Sajjadi, Daniel Duckworth, Aravindh Mahendran, Sjoerd van Steenkiste, Filip Pavetić, Mario Lučić, Leonidas J. Guibas, Klaus Greff, Thomas Kipf

* Project page: https://osrt-paper.github.io/ 

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Kubric: A scalable dataset generator


Mar 07, 2022
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 Laradji, Hsueh-Ti, 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

* 21 pages, CVPR2022 

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NeSF: Neural Semantic Fields for Generalizable Semantic Segmentation of 3D Scenes


Dec 03, 2021
Suhani Vora, Noha Radwan, Klaus Greff, Henning Meyer, Kyle Genova, Mehdi S. M. Sajjadi, Etienne Pot, Andrea Tagliasacchi, Daniel Duckworth

* Project website: https://nesf3d.github.io/. Updated with minor edits to text 

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Scene Representation Transformer: Geometry-Free Novel View Synthesis Through Set-Latent Scene Representations


Nov 29, 2021
Mehdi S. M. Sajjadi, Henning Meyer, Etienne Pot, Urs Bergmann, Klaus Greff, Noha Radwan, Suhani Vora, Mario Lucic, Daniel Duckworth, Alexey Dosovitskiy, Jakob Uszkoreit, Thomas Funkhouser, Andrea Tagliasacchi

* Project website: https://srt-paper.github.io/ 

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Whitening and second order optimization both destroy information about the dataset, and can make generalization impossible


Aug 25, 2020
Neha S. Wadia, Daniel Duckworth, Samuel S. Schoenholz, Ethan Dyer, Jascha Sohl-Dickstein

* 15+7 pages, 7 figures; added references, edited model descriptions for clarity, results unchanged 

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NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections


Aug 13, 2020
Ricardo Martin-Brualla, Noha Radwan, Mehdi S. M. Sajjadi, Jonathan T. Barron, Alexey Dosovitskiy, Daniel Duckworth

* Project website: https://nerf-w.github.io. Ricardo Martin-Brualla, Noha Radwan, and Mehdi S. M. Sajjadi contributed equally to this work. Updated affiliations 

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