Designing Broadband, Efficient GaN RF Power Amplifiers

Designing Broadband, Efficient GaN RF Power Amplifiers

Authors: J. Brunning and R. Rayit, SARAS Technology, Leeds, U.K. Translated and organized by RF Academy, for learning reference only. The design method for broadband, linear, and efficient output-backoff mode RF power amplifiers (RFPA) emphasizes the importance of minimizing design uncertainty. Using this approach, excellent consistency between modeling and measurement performance can be achieved on … Read more

Introduction to GAN: Framework and Training

Introduction to GAN: Framework and Training

Table of Contents What is GAN? What Can GAN Do? Framework and Training of GAN Similarities and Differences Between GAN and Other Generative Models Existing Problems of GAN Models (Continued from last issue) 3 Framework and Training of GAN Previously, we mentioned that GAN consists mainly of two parts: the generator model and the discriminator … Read more

InsetGAN: Stunning Full-Body Image Generation at 1024×1024 Resolution (CVPR 2022)

InsetGAN: Stunning Full-Body Image Generation at 1024x1024 Resolution (CVPR 2022)

Follow our WeChat public account to discover the beauty of CV technology Introduction This paper is one of the latest articles on GANs from CVPR 2022. It is known that while GANs can generate realistic images under ideal conditions in certain fields, generating full-body human images remains challenging due to the diversity of hairstyles, clothing, … Read more

Surface Defect Detection Method Based on GAN

Click on the above “Beginner Learns Vision“, choose to add “Star Mark” or “Top“ Essential Insights Delivered Promptly Source | Intelligent Manufacturing Bureau Introduction Defect detection is a crucial aspect of the industrial production process, and the quality of its detection results directly affects product quality. In real-world scenarios, when the defect rate is very … Read more

Exploring GANpaint: A Simple Tool for Image Editing

Exploring GANpaint: A Simple Tool for Image Editing

Introduction The GANpaint tool developed by MIT allows for easy photo editing, enabling users to upload any photo for editing without damaging its original details. In addition to helping artists and designers quickly adjust visual effects, researchers say this work may help computer scientists identify “fake” images. While we are still immersed in the black … Read more

TorchGAN Framework Based on PyTorch: Easily Customize GAN Projects

TorchGAN Framework Based on PyTorch: Easily Customize GAN Projects

Click on the above “Beginner’s Visual Learning” to select “Star” or “Pin“ Important content delivered promptly TorchGAN is a GAN design and development framework based on PyTorch. This framework aims to provide construction modules for popular GANs and allows customization for cutting-edge research. Using the modular structure of TorchGAN, you can: Experiment with popular GAN … Read more

Top 10 Deep Learning Models

Top 10 Deep Learning Models

Approximately 10,000 words, recommended reading time: 15 minutes. This article shares the top 10 models in deep learning, which hold significant positions in terms of innovation, application value, and impact. Since the concept of deep learning was proposed in 2006, nearly 20 years have passed. Deep learning, as a revolution in the field of artificial … Read more

Understanding LSGAN and WGAN in GANs

Understanding LSGAN and WGAN in GANs

Generative Adversarial Networks (4) The enthusiastic learner and writer, this yellow duck is back online. Last time, we discussed the network structure of ACGAN, the method of introducing category information, the metrics for evaluating the performance of generative adversarial networks, methods to improve model training stability, and more. In the ACGAN paper, there is a … Read more

Im2Mesh GAN: Recovering 3D Hand Mesh from a Single RGB Image

Im2Mesh GAN: Recovering 3D Hand Mesh from a Single RGB Image

Click on the above “Beginner Learning Vision“, select to add “Starred” or “Pinned“ Heavyweight content delivered in real time Beginner’s Guide The paper is the essence of academic research and a beacon for future development. The author is determined to bring classic or the latest paper interpretations and shares daily to help readers quickly understand … Read more

Image Generator | Generate The Simpsons Family Using GAN

Image Generator | Generate The Simpsons Family Using GAN

Introduction In today’s article, we will implement a machine learning model that can generate countless similar image samples based on a given dataset. To achieve this machine learning model, we will launch Generative Adversarial Networks (GANs) and input data containing features of “The Simpsons” images. By the end of this article, you will be familiar … Read more