Top 10 Must-Read Papers on Generative Adversarial Networks (GANs)

Top 10 Must-Read Papers on Generative Adversarial Networks (GANs)

Source: Xinzhi Yuan This article is approximately 2200 words, and it is recommended to read it in 7 minutes. The selected papers in this article provide an easy-to-read introduction to GANs, helping you understand the fundamentals of GAN technology. [ Introduction ]Generative Adversarial Networks (GANs) are one of the most interesting and popular applications in … Read more

CycleGAN Image Processing Tool for Style Transfer

CycleGAN Image Processing Tool for Style Transfer

1. Introduction to GAN “Foodie, food spirit, foodies are the best of people”. This GAN foodie is not the same as that foodie. The GAN we are going to discuss is the Generative Adversarial Network proposed by Goodfellow in 2014. So what is so magical about GAN? Conventional deep learning tasks such as image classification, … Read more

How Attention Mechanism Enhances GAN Image Quality

How Attention Mechanism Enhances GAN Image Quality

| Previous Work The papers Unsupervised attention-guided image-to-image translation and Attention-GAN for Object Translation in Wild Images have studied the combination of attention mechanisms and GANs, but both use attention to separate the foreground and background. The main approach is: To split the generator network into two parts, where the first part is the prediction … Read more

DeepNude Technology Insights After Removal

DeepNude Technology Insights After Removal

Click the “Deep Learning Column” above to select the “Star” public account Heavy content delivered immediately From: Open Source Frontline (ID: OpenSourceTop) Compiled from: https://github.com/yuanxiaosc/DeepNude-an-Image-to-Image-technology, programmers, etc. Some time ago, a programmer developed an application called DeepNude. “Is Technology Innocent? The AI Nudification App was taken down just hours after launch” The app is very … Read more

DeepNude Algorithm Clothing Removal Principle Analysis

DeepNude Algorithm Clothing Removal Principle Analysis

DeepNude algorithm “removing” clothes – Welfare Bar http://fulibus.net/deepnude.html First, the file is as shown Deep learning computer vision (speculated) Image Inpainting You can refer to NVIDIA’s paper using partial convolution and partial convolution-based filling to repair images with irregular holes. The code part of the paper is converted. Paper address: https://arxiv.org/abs/1804.07723 and https://arxiv.org/abs/1811.11718 In the … Read more

DeepNude Technology Insights Found on GitHub

DeepNude Technology Insights Found on GitHub

Source:OpenSourceTop ID:OpenSourceTop A while ago, a programmer developed an application called DeepNude. “Is Technology Innocent? AI Nudity App Taken Down Hours After Launch” The app is very simple to use: open the software β†’ convert β†’ generate a photo. Based on the results provided online, the effect can indeed be quite realistic, as shown below: … Read more