NVIDIA Research Proposed New Style-Based Generator Architecture for GANs

18 December 2018
stylegan

NVIDIA Research Proposed New Style-Based Generator Architecture for GANs

Recently, we wrote about a research paper that studies and tries to understand the internal representations of GANs. Despite efforts like this, the understanding of various aspects of the image…

Dissecting GANs for Better Understanding and Visualization

5 December 2018
dissecting gan paper

Dissecting GANs for Better Understanding and Visualization

GANs can be taught to create (or generate) worlds similar to our own in any domain: images, music, speech, etc. Since 2014, a large number of improvements of GANs have…

Pix2Pix – Image-to-Image Translation Neural Network

27 November 2018
pix2pix network

Pix2Pix – Image-to-Image Translation Neural Network

Pix2pix architecture was presented in 2016 by researchers from Berkeley in their work “Image-to-Image Translation with Conditional Adversarial Networks.” Most of the problems in image processing and computer vision can…

AlphaGAN: Natural Image Matting

11 September 2018
AlphaGAN

AlphaGAN: Natural Image Matting

Many image-editing and film post-production applications rely on natural image matting as one of the processing steps. The task of the matting algorithm is to estimate the opacity of a…

Facial Surface and Texture Synthesis via GAN

3 September 2018
face texture synthesis

Facial Surface and Texture Synthesis via GAN

Deep networks can be extremely powerful and effective in answering complex questions. But it is also well-known that in order to train a really complex model, you’ll need lots and…

Vid2Vid – Conditional GANs for Video-to-Video Synthesis

3 September 2018
vid2vid-video-to-video-synthesis-e1535641547242

Vid2Vid – Conditional GANs for Video-to-Video Synthesis

Researchers from NVIDIA and MIT’s Computer Science and Artificial Intelligence Lab have proposed a novel method for video-to-video synthesis, showing impressive results. The proposed method – Vid2Vid – can synthesize…

Everybody Dance Now: a New Approach to “Do As I Do” Motion Transfer

30 August 2018
everybody dance now

Everybody Dance Now: a New Approach to “Do As I Do” Motion Transfer

Not very good at dancing? Not a problem anymore! Now you can easily impress your friends with a stunning video, where you dance like a superstar. Researchers from UC Berkeley…

DeepWrinkles: Accurate and Realistic Clothing Modeling

28 August 2018

DeepWrinkles: Accurate and Realistic Clothing Modeling

Realistic garment reconstruction is notoriously a complex problem and its importance is undeniable in many research work and applications, such as accurate body shape and pose estimation in the wild…

A Style-Aware Content Loss for Real-time HD Style Transfer

14 August 2018

A Style-Aware Content Loss for Real-time HD Style Transfer

A picture may be worth a thousand words, but at least it contains a lot of very diverse information. This not only comprises what is portrayed, e.g., a composition of…