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hello these are generated images from a new model actually a new class of model its been around for a while but uh for the first time this new class of model has been pushed to the point where the images they produce are not only look really nice and look like something you kind of youve come to expect from the latest and greatest gan models but also they are better in the standard metrics we use to evaluate gans specifically here in the fid the the fresher inception distance so the paper were going to talk about today is called diffusion models beat gans on image synthesis its by portfolio dariwal and alex nicole of open ai i mean already in the title theyre pulling no punches just be like this beats gans okay so in this paper theyre mainly talking about improvements to this new class of models which they call diffusion models now i would like to dive a bit more into what diffusion models are instead of just telling you what the improvements of this paper are because i think mo

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What is image classification model?

Image classification is a supervised learning problem: define a set of target classes (objects to identify in images), and train a model to recognize them using labeled example photos. Early computer vision models relied on raw pixel data as the input to the model.

What causes body dissatisfaction?

Low self-esteem and/or depression: People who experience low self-esteem or depression are at an increased risk of body dissatisfaction. Teasing and bullying: People who are bullied about appearance and/or weight, regardless of actual body type, have an increased risk of developing body dissatisfaction.

How do models influence beauty standards?

It can also negatively influence consumers to engage in behaviour in an attempt to achieve unrealistic beauty standards. Upward comparisons occur when consumers compare the self, often subconsciously, with a models body as it is perceived to be better, but this can lead to negative self-perceptions.

What is image representation and Modelling?

The representation defines what information is important about the objects and is used to describe them. The modeling techniques extract the information from images to instantiate the representation for the particular objects present in the scene.

How do models influence body image?

The modeling industry gives young girls, particularly those under the age of 16, the pressure to acquire a perfect body type. This pressure has unfortunately caused many girls to develop eating disorders, like bulimia, anorexia, and dismorphia, to look like the models on the runway.

What is meant by image model?

An image model object stores information about an image such as class, type, display range, width, height, minimum intensity value and maximum intensity value.

What is an image model?

Image Models are methods that build representations of images for downstream tasks such as classification and object detection. The most popular subcategory are convolutional neural networks.

How do text-to-image models work?

Text-to-image models generally combine a language model, which transforms the input text into a latent representation, and a generative image model, which produces an image conditioned on that representation.

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