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Training Generative Adversarial Networks with Limited Data

Jun 11, 2020
Tero Karras, Miika Aittala, Janne Hellsten, Samuli Laine, Jaakko Lehtinen, Timo Aila


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Analyzing and Improving the Image Quality of StyleGAN

Dec 03, 2019
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, Timo Aila


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Consistency regularization and CutMix for semi-supervised semantic segmentation

Jun 05, 2019
Geoff French, Timo Aila, Samuli Laine, Michal Mackiewicz, Graham Finlayson

* 13 pages, 7 figures, submitted to Neurips 2019 

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Few-Shot Unsupervised Image-to-Image Translation

May 05, 2019
Ming-Yu Liu, Xun Huang, Arun Mallya, Tero Karras, Timo Aila, Jaakko Lehtinen, Jan Kautz


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Improved Precision and Recall Metric for Assessing Generative Models

Apr 15, 2019
Tuomas Kynkäänniemi, Tero Karras, Samuli Laine, Jaakko Lehtinen, Timo Aila


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Self-Supervised Deep Image Denoising

Jan 29, 2019
Samuli Laine, Jaakko Lehtinen, Timo Aila


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A Style-Based Generator Architecture for Generative Adversarial Networks

Dec 12, 2018
Tero Karras, Samuli Laine, Timo Aila


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Noise2Noise: Learning Image Restoration without Clean Data

Oct 29, 2018
Jaakko Lehtinen, Jacob Munkberg, Jon Hasselgren, Samuli Laine, Tero Karras, Miika Aittala, Timo Aila

* Added link to official implementation and updated MRI results to match it 

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Progressive Growing of GANs for Improved Quality, Stability, and Variation

Feb 26, 2018
Tero Karras, Timo Aila, Samuli Laine, Jaakko Lehtinen

* Final ICLR 2018 version 

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Pruning Convolutional Neural Networks for Resource Efficient Inference

Jun 08, 2017
Pavlo Molchanov, Stephen Tyree, Tero Karras, Timo Aila, Jan Kautz

* 17 pages, 14 figures, ICLR 2017 paper 

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Production-Level Facial Performance Capture Using Deep Convolutional Neural Networks

Jun 02, 2017
Samuli Laine, Tero Karras, Timo Aila, Antti Herva, Shunsuke Saito, Ronald Yu, Hao Li, Jaakko Lehtinen

* Final SCA 2017 version 

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Temporal Ensembling for Semi-Supervised Learning

Mar 15, 2017
Samuli Laine, Timo Aila

* Final ICLR 2017 version. Includes new results for CIFAR-100 with additional unlabeled data from Tiny Images dataset 

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