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The task of unsupervised motion retargeting in videos has seen substantial advancements through the use of deep neural networks.
Deep domain confusion: Maximizing for domain invariance
Eric Tzeng, Judy Hoffman, Ning Zhang, Kate Saenko, and Trevor Darrell · 2014
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U-net: Convolutional networks for biomedical image segmentation
O. Ronneberger, P.Fischer, and T. Brox · 2015
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Actionsnapping: Motion-based video synchronization
Jean-Charles Bazin and Alexander Sorkine-Hornung · 2016
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Image style transfer using convolutional neural networks
Leon A. Gatys, Alexander S. Ecker, and Matthias Bethge · 2016
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Adam: A method for stochastic optimization
D.P. Kingma and J. Ba · 2016
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Bringing portraits to life
Hadar Averbuch-Elor, Daniel Cohen-Or, Johannes Kopf, and Michael F Cohen · 2017
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Gans trained by a two time-scale update rule converge to a local nash equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
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Unsupervised image-to-image translation networks
Ming-Yu Liu, Thomas Breuel, and Jan Kautz · 2017
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Unsupervised learning of object landmarks by factorized spatial embeddings
James Thewlis, Hakan Bilen, and Andrea Vedaldi · 2017
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Unpaired image-to-image translation using cycle-consistent adversarial networks
J. Zhu, T. Park, P. Isola, and A. A. Efros · 2017
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Recycle-gan: Unsupervised video retargeting
Aayush Bansal, Shugao Ma, Deva Ramanan, and Yaser Sheikh · 2018
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github faceswap project
deepfakes (alias) · 2018
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Densepose: Dense human pose estimation in the wild
Rıza Alp Güler, Natalia Neverova, and Iasonas Kokkinos · 2018
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Multimodal unsupervised image-to-image translation
Xun Huang, Ming-Yu Liu, Serge Belongie, and Jan Kautz · 2018
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Unsupervised learning of object landmarks through conditional image generation
Tomas Jakab, Ankush Gupta, Hakan Bilen, and Andrea Vedaldi · 2018
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Deep video portraits
Hyeongwoo Kim, Pablo Garrido, Ayush Tewari, Weipeng Xu, Justus Thies, Matthias Niessner, Patrick Pérez, Christian Richardt, Michael Zollhöfer, and Christian Theobalt · 2018
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pagan: real-time avatars using dynamic textures
Koki Nagano, Jaewoo Seo, Jun Xing, Lingyu Wei, Zimo Li, Shunsuke Saito, Aviral Agarwal, Jens Fursund, and Hao Li · 2018
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Discovery of latent 3d keypoints via end-to-end geometric reasoning
Supasorn Suwajanakorn, Noah Snavely, Jonathan Tompson, and Mohammad Norouzi · 2018
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Neural kinematic networks for unsupervised motion retargetting
Ruben Villegas, Jimei Yang, Duygu Ceylan, and Honglak Lee · 2018
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High-resolution image synthesis and semantic manipulation with conditional gans
T. Wang, M. Liu, J. Zhu, A. Tao, J. Kautz, and B. Catanzaro · 2018
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Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, and Bryan Catanzaro · 2018
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X2face: A network for controlling face generation using images, audio, and pose codes
Olivia Wiles, A Koepke, and Andrew Zisserman · 2018
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Textured neural avatars
Aliaksandra Shysheya, Egor Zakharov, Kara-Ali Aliev, Renat Bashirov, Egor Burkov, Karim Iskakov, Aleksei Ivakhnenko, Yury Malkov, Igor Pasechnik, Dmitry Ulyanov, et al · 2019
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Animating arbitrary objects via deep motion transfer
Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci, and Nicu Sebe · 2019
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First order motion model for image animation
Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci, and Nicu Sebe · 2019
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Transgaga: Geometry-aware unsupervised image-to-image translation, long beach, usa
W. Wu, K. Cao, C. Li, C. Qian, and C. C. Loy · 2019
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Few-shot adversarial learning of realistic neural talking head models
Egor Zakharov, Aliaksandra Shysheya, Egor Burkov, and Victor Lempitsky · 2019
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Few-shot adversarial learning of realistic neural talking head models
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Youtube-vos: Sequence-to-sequence video object segmentation
Ning Xu, Linjie Yang, Yuchen Fan, Jianchao Yang, Dingcheng Yue, Yuchen Liang, Brian Price, Scott Cohen, and Thomas Huang · 2018
Cited alongside, same era.
The unreasonable effectiveness of deep features as a perceptual metric, 2018
Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, and Oliver Wang · 2018
Cited alongside, same era.
Unsupervised discovery of object landmarks as structural representations
Yuting Zhang, Yijie Guo, Yixin Jin, Yijun Luo, Zhiyuan He, and Honglak Lee · 2018
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State of the art on monocular 3d face reconstruction, tracking, and applications
Michael Zollhöfer, Justus Thies, Pablo Garrido, Derek Bradley, Thabo Beeler, Patrick Pérez, Marc Stamminger, Matthias Nießner, and Christian Theobalt · 2018
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Deep video-based performance cloning
Kfir Aberman, Mingyi Shi, Jing Liao, Dani Lischinski, Baoquan Chen, and Daniel Cohen-Or · 2019
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Learning character-agnostic motion for motion retargeting in 2d
Kfir Aberman, Rundi Wu, Dani Lischinski, Baoquan Chen, and Daniel Cohen-Or · 2019
Cited alongside, same era.
Domain intersection and domain difference
S. Benaim, M. Khaitov, T. Galanti, and L. Wolf · 2019
Cited alongside, same era.
Egor Zakharov, Aliaksandra Shysheya, Egor Burkov, and Victor Lempitsky · 2019
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Single-shot freestyle dance reenactment
Oran Gafni, Oron Ashual, and Lior Wolf · 2020
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Hierarchical patch vae-gan: Generating diverse videos from a single sample
Shir Gur, Sagie Benaim, and Lior Wolf · 2020
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Self-supervised learning of interpretable keypoints from unlabelled videos
Tomas Jakab, Ankush Gupta, Hakan Bilen, and Andrea Vedaldi · 2020
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Training generative adversarial networks with limited data
Tero Karras, Miika Aittala, Janne Hellsten, Samuli Laine, Jaakko Lehtinen, and Timo Aila · 2020
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{CROSS}-{domain} {cascaded} {deep} {translation}, 2020
Oren Katzir, Dani Lischinski, and Daniel Cohen-Or · 2020
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Drit++: Diverse image-to-image translation via disentangled representations
Hsin-Ying Lee, Hung-Yu Tseng, Qi Mao, Jia-Bin Huang, Yu-Ding Lu, Maneesh Singh, and Ming-Hsuan Yang · 2020
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World-consistent video-to-video synthesis
Arun Mallya, Ting-Chun Wang, Karan Sapra, and Ming-Yu Liu · 2020
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U2-net: Going deeper with nested u-structure for salient object detection
Xuebin Qin, Zichen Zhang, Chenyang Huang, Masood Dehghan, Osmar R Zaiane, and Martin Jagersand · 2020
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Image augmentations for gan training
Zhengli Zhao, Zizhao Zhang, Ting Chen, Sameer Singh, and Han Zhang · 2020
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Momina Masood, Marriam Nawaz, Khalid Mahmood Malik, Ali Javed, and Aun Irtaza · 2021
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