Teresa

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Information

  • Years old:
  • I'm 29 years old
  • Ethnic:
  • I'm british
  • My sexual preference:
  • Shy guy
  • Figure type:
  • I'm quite slender
  • Body tattoos:
  • None

About

Lifespan Age Transformation Synthesis is a GAN based method deed to simulate the continuous aging process from a single input image. This code is the official PyTorch implementation of the paper:.

Description

Abstract We address the problem of single photo age progression and regressionthe prediction of how a person might look in the future, or how they looked in the past. Most existing aging methods are limited to changing the texture, overlooking transformations in head shape that occur during the human aging and growth process.

This limits the applicability of methods to aging of adults to slightly older adults, and application of those methods to photos of children does not produce quality. We propose a novel multi-domain image-to-image generative adversarial network architecture, whose learned latent space models a continuous bi-directional aging process.

The network is trained on the FFHQ dataset, which we labeled for ages, gender, and semantic segmentation. Fixed age classes are used as anchors to approximate continuous age transformation. Our framework can predict a full head portrait for ages from a single photo, modifying both texture and shape of the head.

We demonstrate on a wide variety of photos and datasets, and show ificant improvement over the state of the art. Videos 1 Minute teaser Full video. Comparisons to baseline algorithms We show comparisons to state-of-the-art methods, that can't be published in the paper due to copyrights issues SoTA Comparisons.

This work was supported in part by Futurewei Technologies. Contact Roy Or-El.

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Sidonnie

We address the problem of single photo age progression and regression-the prediction of how a person might look in the future, or how they looked in the past.
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Aurora

The task of age transformation illustrates the change of an individual's appearance over time.
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Didi

Age progression is the process of modifying a photograph of a person to represent the effect of aging on their appearance.
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