In the world of industrial production, spotting problems in bearings is crucial. However, getting enough data to train models to spot these issues is often a challenge. Traditional deep learning models struggle when data is limited. This is where generative adversarial networks (GANs) come in. They can create more data to improve the performance of these models. But ...

Imagine if you could monitor your heart health without any sticky electrodes or uncomfortable wires. Sounds like science fiction, right? Well, scientists have been working on making this a reality. They've come up with a clever way to turn signals from a non-contact sensor into detailed heart readings. This isn't your typical heart monitor. It's called a Ballistocar...

Ever wondered how computers can learn from pictures? One cool way is by using something called a Generative Adversarial Network, or GAN. This type of AI can take a medical image, like a neuroimage, and transform it from one form to another. For example, it can turn a high-quality 3 Tesla image into a standard 1. 5 Tesla image. This is super useful when you don't have...

Brain tumors are super serious and need quick, accurate diagnosis for the best treatment. Old ways for classifying these tumors take time and can be wrong. Let's start with collecting brain images from a special dataset. These images are then cleaned up to remove noise using a special method called trust-based distributed set-membership filtering (TDSF). After this, ...

Deep learning has made waves in various fields by handling complex data with ease. One such area is financial time-series prediction, specifically predicting stock price volatility. This involves forecasting if the prices will go up, down, or stay stable. Researchers have been digging into this for decades. Inspired by generative adversarial networks (GAN), whic...

Ever wanted to transform the weather in a picture from sunny to snowy? That's what a new method called Weather GAN does. It uses something called generative adversarial networks, or GANs for short. GANs are like two teams playing a game. One team creates fake images, and the other team tries to spot the fakes. Weather GAN can change the weather in a photo to sunny, c...

Imagine if you could change the weather in a photo just by using an app. That's what a new approach called Weather GAN (Generative Adversarial Networks) aims to do. This isn't just about making a few tweaks; it's about completely transforming the weather conditions in a picture. Think of it like giving a sunny photo a cloudy makeover, or turning a rainy scene into a ...