Post by the Scribe on Apr 12, 2021 0:55:32 GMT
Time-Travel Rephotography
time-travel-rephotography.github.io/
Many historical people are captured only in old, faded, black and white photos, that have been distorted by the limitations of early cameras and the passage of time. This paper simulates traveling back in time with a modern camera to rephotograph famous subjects. Unlike conventional image restoration filters which apply independent operations like denoising, colorization, and superresolution, we leverage the StyleGAN2 framework to project old photos into the space of modern high-resolution photos, achieving all of these effects in a unified framework. A unique challenge with this approach is capturing the identity and pose of the photo's subject and not the many artifacts in low-quality antique photos. Our comparisons to current state-of-the-art restoration filters show significant improvements and compelling results for a variety of important historical people.
There are different ways to travel in time:
This is What Abraham Lincoln May Have Looked Like!
Two Minute Papers
932K subscribers
❤️ Check out Weights & Biases and sign up for a free demo here: wandb.ai/site/papers
❤️ Their mentioned post is available here: wandb.ai/wandb/instacolorization/reports/Overview-Instance-Aware-Image-Colorization---VmlldzoyOTk3MDI
📝 The paper "Time-Travel Rephotography" is available here:
time-travel-rephotography.github.io/
📝 Our "Separable Subsurface Scattering" paper with Activision Blizzard is available here:
users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/
time-travel-rephotography.github.io/
Many historical people are captured only in old, faded, black and white photos, that have been distorted by the limitations of early cameras and the passage of time. This paper simulates traveling back in time with a modern camera to rephotograph famous subjects. Unlike conventional image restoration filters which apply independent operations like denoising, colorization, and superresolution, we leverage the StyleGAN2 framework to project old photos into the space of modern high-resolution photos, achieving all of these effects in a unified framework. A unique challenge with this approach is capturing the identity and pose of the photo's subject and not the many artifacts in low-quality antique photos. Our comparisons to current state-of-the-art restoration filters show significant improvements and compelling results for a variety of important historical people.
There are different ways to travel in time:
This is What Abraham Lincoln May Have Looked Like!
Two Minute Papers
932K subscribers
❤️ Check out Weights & Biases and sign up for a free demo here: wandb.ai/site/papers
❤️ Their mentioned post is available here: wandb.ai/wandb/instacolorization/reports/Overview-Instance-Aware-Image-Colorization---VmlldzoyOTk3MDI
📝 The paper "Time-Travel Rephotography" is available here:
time-travel-rephotography.github.io/
📝 Our "Separable Subsurface Scattering" paper with Activision Blizzard is available here:
users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/