Articles tagged "Generative Adversarial Network"

"PaddlePaddle from Beginner to 'Alchemy' (13) — Custom Image Data Generation"

2019-02-23 191 views PaddlePaddle PaddlePaddle从入门到炼丹 PaddlePaddle Generative Adversarial Network Custom Image Generation GAN Face Image Generation

This tutorial provides a detailed introduction to implementing a simple Generative Adversarial Network (GAN) using the PaddlePaddle framework for generating images from the MNIST dataset of handwritten digits. Below is a summary and suggestions for further expansion: ### Summary 1. **Project Structure and Dependencies**: - Introduces the project's organizational approach, including code files and directory structure. - Lists the necessary PaddlePaddle libraries. 2. **Generator Model Design**: - Defines the generator network architecture, including layer types

"PaddlePaddle from Beginner to 'Alchemy' (6) —— Generative Adversarial Networks"

2018-11-04 191 views PaddlePaddle PaddlePaddle从入门到炼丹 PaddlePaddle Fluid Generative Adversarial Network Deep Learning Handwritten font

Thank you for sharing this detailed case study on Generative Adversarial Networks (GAN) for image generation of MNIST handwritten digits using PaddlePaddle. This case study introduces the basic concepts, architectural design, and implementation process of GAN in PaddlePaddle in an accessible manner. ### Summary of Key Content 1. **Project Background and Objectives**: Introduces Generative Adversarial Networks (GANs) and their applications, aiming to generate hand-drawn images similar to MNIST handwritten digits using GANs. 2. **Experimental Tools and Environment Preparation**: