StyleGAN

20 Posts

AI With a Sense of Style: Style Transfer Method Produces Consistent Output in Successive Video Frames
StyleGAN

AI With a Sense of Style: Style Transfer Method Produces Consistent Output in Successive Video Frames

The process known as image-to-image style transfer — mapping, say, the character of a painting’s brushstrokes onto a photo — can render inconsistent results. When they apply the styles of different artists to the same target

September 22, 20213 min read
AI With a Sense of Style: Style Transfer Method Produces Consistent Output in Successive Video Frames
StyleGAN

AI With a Sense of Style: Style Transfer Method Produces Consistent Output in Successive Video Frames

The process known as image-to-image style transfer — mapping, say, the character of a painting’s brushstrokes onto a photo — can render inconsistent results. When they apply the styles of different artists to the same target

September 22, 20213 min read
Attention for Image Generation: Combining GANs and transformers for more believable images.
StyleGAN

Attention for Image Generation: Combining GANs and transformers for more believable images.

Attention quantifies how each part of one input affects the various parts of another. Researchers added a step that reverses this comparison to produce more convincing images.

April 7, 20212 min read
Attention for Image Generation: Combining GANs and transformers for more believable images.
StyleGAN

Attention for Image Generation: Combining GANs and transformers for more believable images.

Attention quantifies how each part of one input affects the various parts of another. Researchers added a step that reverses this comparison to produce more convincing images.

April 7, 20212 min read
Fighting Fakes: Six algorithms that help news sites spot deepfakes
StyleGAN

Fighting Fakes: Six algorithms that help news sites spot deepfakes

A supergroup of machine learning models flags manipulated photos. Jigsaw, a tech incubator owned by Alphabet, released a system that detects digitally altered images.

February 12, 20211 min read
Fighting Fakes: Six algorithms that help news sites spot deepfakes
StyleGAN

Fighting Fakes: Six algorithms that help news sites spot deepfakes

A supergroup of machine learning models flags manipulated photos. Jigsaw, a tech incubator owned by Alphabet, released a system that detects digitally altered images.

February 12, 20211 min read
Representing the Underrepresented: Many important AI datasets contain bias.
StyleGAN

Representing the Underrepresented: Many important AI datasets contain bias.

Some of deep learning’s bedrock datasets came under scrutiny as researchers combed them for built-in biases. Researchers found that popular datasets impart biases against socially marginalized groups to trained models due to the ways the datasets were compiled, labeled, and used.

December 23, 20202 min read
Representing the Underrepresented: Many important AI datasets contain bias.
StyleGAN

Representing the Underrepresented: Many important AI datasets contain bias.

Some of deep learning’s bedrock datasets came under scrutiny as researchers combed them for built-in biases. Researchers found that popular datasets impart biases against socially marginalized groups to trained models due to the ways the datasets were compiled, labeled, and used.

December 23, 20202 min read
GANs for Smaller Data: Training GANs on small data without overfitting
StyleGAN

GANs for Smaller Data: Training GANs on small data without overfitting

Trained on a small dataset, generative adversarial networks (GANs) tend to generate either replicas of the training data or noisy output. A new method spurs them to produce satisfying variations.

October 14, 20202 min read
GANs for Smaller Data: Training GANs on small data without overfitting
StyleGAN

GANs for Smaller Data: Training GANs on small data without overfitting

Trained on a small dataset, generative adversarial networks (GANs) tend to generate either replicas of the training data or noisy output. A new method spurs them to produce satisfying variations.

October 14, 20202 min read
A Good Look for AI: How L’Oreal uses AI to power its virtual makeup try-on
StyleGAN

A Good Look for AI: How L’Oreal uses AI to power its virtual makeup try-on

Trying on new makeup is a hassle — apply, inspect, wash off, repeat. Not to mention the tribulation of visiting brick-and-mortar stores during the pandemic. Augmented reality is helping people try on all the makeup they want without leaving home.

September 30, 20202 min read
The Telltale Artifact: A technique for detecting GAN-generated deepfakes
StyleGAN

The Telltale Artifact: A technique for detecting GAN-generated deepfakes

Deepfakes have gone mainstream, allowing celebrities to star in commercials without setting foot in a film studio. A new method helps determine whether such endorsements — and other images produced by generative adversarial networks — are authentic.

September 30, 20202 min read
A Good Look for AI: How L’Oreal uses AI to power its virtual makeup try-on
StyleGAN

A Good Look for AI: How L’Oreal uses AI to power its virtual makeup try-on

Trying on new makeup is a hassle — apply, inspect, wash off, repeat. Not to mention the tribulation of visiting brick-and-mortar stores during the pandemic. Augmented reality is helping people try on all the makeup they want without leaving home.

September 30, 20202 min read
The Telltale Artifact: A technique for detecting GAN-generated deepfakes
StyleGAN

The Telltale Artifact: A technique for detecting GAN-generated deepfakes

Deepfakes have gone mainstream, allowing celebrities to star in commercials without setting foot in a film studio. A new method helps determine whether such endorsements — and other images produced by generative adversarial networks — are authentic.

September 30, 20202 min read
Photos From Before Photos Existed: How Artbreeder generates AI images of historical figures
StyleGAN

Photos From Before Photos Existed: How Artbreeder generates AI images of historical figures

An artist is using deep learning to create realistic portraits of historical figures like Napoleon Bonaparte, Vincent Van Gogh, and England’s first Queen Elizabeth.

July 8, 20201 min read

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