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Analyzing and Improving the Image Quality of StyleGAN
- DOI: https://doi.org/10.48550/arXiv.1912.04958
- Authors: Tero Karras, Samuli Laine, Miika Aittala, Janne H…
- Published: 2019/12/03
- RelatedEntitiesURL: http://arxiv.org/pdf/1912.04958.pdf
- Subject: Computer Vision and Pattern Recognition (cs.CV)
- Cite As: arXiv:1912.04958 [cs.CV]
The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its characteristic artifacts, and propose changes in both model architecture and training methods to address them. In particular, we re...Explore further
WEBAbstract. The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional gener-ative image modeling. We expose and analyze several …
- File Size: 3MB
- Page Count: 10
Analyzing and Improving the Image Quality of …
WEBDec 3, 2019 · The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its characteristic artifacts, and …
Analyzing and Improving the Image Quality of StyleGAN
WEBJun 14, 2020 · A paper published in CVPR 2020 that exposes and addresses the artifacts of StyleGAN, a state-of-the-art generative image model. The paper proposes changes in …
CVPR 2020 Open Access Repository
WEBAnalyzing and Improving the Image Quality of StyleGAN. Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, Timo Aila; Proceedings of the IEEE/CVF …
Analyzing and Improving the Image Quality of StyleGAN
WEBJun 1, 2020 · Analyzing and Improving the Image Quality of StyleGAN. June 2020. DOI: 10.1109/CVPR42600.2020.00813. Conference: 2020 IEEE/CVF Conference on …
Analyzing and Improving the Image Quality of StyleGAN: 2020 …
WEBThis paper exposes and analyzes the artifacts of StyleGAN, a state-of-the-art generative image model, and proposes changes to address them. It also improves the image …
WEBFigure 3. Replacing normalization with demodulation removes the characteristic artifacts from images and activations. G Latent 4x4 Reals 4x4 Latent 4x4 Reals 4x4 Latent 4x4 …
Analyzing and Improving the Image Quality of StyleGAN
WEBFigure 5. (a) Distribution of PPL scores of individual images generated using baseline StyleGAN (config A) with LSUN CAT (FID = 8.53, PPL = 924). The percentile ranges …
NVlabs/stylegan2: StyleGAN2 - Official TensorFlow …
WEBAbstract: The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its characteristic artifacts, and propose …
StyleGAN2: Analyzing and Improving the Image Quality of StyleGAN
WEBThe style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its …
Analyzing and Improving the Image Quality of StyleGAN
WEBAbstract. The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several …
Analyzing and Improving the Image Quality of StyleGAN - Papers …
WEBCustom. 🏆 SOTA for Image Generation on LSUN Car 256 x 256 (FID metric) Image. Default. Custom. None. File is too large. Upload an image to customize your repository’s social …
Implementation of Analyzing and Improving the Image Quality of …
WEBThis repository contains PyTorch code for StyleGAN 2, a generative model for realistic face synthesis. It also includes SWAGAN, closed-form factorization, and pretrained …
Analyzing and Improving the Image Quality of StyleGAN
WEBDec 3, 2019 · Analyzing and Improving the Image Quality of StyleGAN. December 2019. Authors: Tero Karras. Samuli Laine. Miika Aittala. Janne Hellsten. Show all 6 authors. …
StyleGAN 2
WEBThis is a PyTorch implementation of the paper Analyzing and Improving the Image Quality of StyleGAN which introduces StyleGAN 2. StyleGAN 2 is an improvement …
StyleGAN2: Improve the quality of StyleGAN – Towards AI
WEBApr 1, 2023 · Source: Analyzing and Improving the Image Quality of StyleGAN. This article will explore why StyleGAN made these artifacts and how researchers …
Analyzing and Improving the Image Quality of StyleGAN
WEBJun 14, 2020 · Analyzing and Improving the Image Quality of StyleGAN. Tero Karras 1, Samuli Laine 1, Miika Aittala 1, Janne Hellsten 1, Jaakko Lehtinen 2, Timo Aila 1 - Show …
[R] StyleGAN2: Analyzing and Improving the Image Quality of …
WEB[R] StyleGAN2: Analyzing and Improving the Image Quality of StyleGAN. Abstract. The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven …
StyleGAN2: Analyzing and Improving the Image Quality of …
WEBStyleGAN2: Analyzing and Improving the Image Quality of StyleGAN. StyleGAN2: Analyzing and Improving the Image Quality of StyleGAN . code. New Notebook ...
Analyzing and Improving the Image Quality of StyleGAN
WEBDec 3, 2019 · The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze …
Enhancing robustness to novel visual defects through StyleGAN …
WEB5 days ago · Visual Quality Inspection is an integral part of the manufacturing process that is becoming increasingly automated with the advent of Industry 4.0. While very …
Analyzing and Improving the Image Quality of StyleGAN
WEBAnalyzing and Improving the Image Quality of StyleGAN. #machine#learning. This month will be a little special and be presented on the 1st Thursday of the month by …
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