Image classification with multiple labels is like trying to find all the hidden objects in a single picture. Most researchers flatten 2D images into 1D lines to find patterns, but this approach can miss important details about where things are in the image. This is where the Dual Relation Transforme
Skin is our body's biggest shield against the outside world. It guards us from harm, but what happens when it's under attack? Skin diseases can be a real pain, both physically and mentally. The problem is, diagnosing these conditions can be a puzzle. Why? Because skin lesions can look different on e
The chill in the air is fading, making way for milder temperatures. Expect a mix of sun and clouds as winds shift to the southwest, with gusts up to 30 mph on Tuesday. This change will push out the lingering cold. The weather system approaching is quite strong. Severe weather is anticipated
Imagine driving down a busy street, and suddenly, your car has to make a quick decision. This is the kind of challenge that autonomous vehicles face every day. One big problem is missing data. Cars can't always see what's happening around them, and that makes it hard to predict where they should go.
Imagine machines that can see, understand, and even talk about what they see. This is not science fiction; it's the world of foundation models in computer vision. These models are teaching machines to make sense of the complex world around us. Foundation models are like superheroes in the w
Imagine trying to teach a computer to understand medical images, but you don't have enough examples to show it. This is a big challenge in medical image segmentation, where computers try to identify specific parts of an image. One solution is semi-supervised learning, where the computer can learn fr
In the realm of computer vision, dealing with images taken in bad weather is a big deal. Think about it—rain, snow, and haze can mess up pictures, making it hard for computers to see what's going on. Most current methods can only handle one type of weather mess at a time. That's where MWFormer comes
Picture this: a robot in the kitchen, not just following a recipe but truly understanding the cooking process. This isn't just about chopping veggies or setting timers; it's about handling complex tasks. Large language models (LLMs) are stepping up to the plate, helping robots plan intricate tasks o
The world of medicine is always looking for new ways to fight infections. One hot topic is using big language models, or LLMs, to help doctors prescribe antibiotics. These models can sift through tons of data to suggest the best treatment. But, there are some big questions to answer first. First of
Epilepsy is a big deal, affecting millions worldwide. It's a neurological disorder that causes seizures. These seizures can be scary and confusing, not just for the person having them, but for those around them too. Doctors often use tests like EEGs to figure out what's going on. But what if there
