Genie Images Free Download __EXCLUSIVE__
Lanell Mesina
Data augmentation is crucial in training deep models, preventing them from overfitting to limited data. Common data augmentation methods are effective, but recent advancements in generative AI, such as diffusion models for image generation, enable more sophisticated augmentation techniques that produce data resembling natural images. We recognize that augmented samples closer to the ideal decision boundary of a classifier are particularly effective and efficient in guiding the learning process. We introduce GeNIe which leverages a diffusion model conditioned on a text prompt to merge contrasting data points (an image from the source category and a text prompt from the target category) to generate challenging samples for the target category. Inspired by recent image editing methods, we limit the number of diffusion iterations and the amount of noise. This ensures that the generated image retains low-level and contextual features from the source image, potentially conflicting with the target category. Our extensive experiments, in few-shot and also long-tail distribution settings, demonstrate the effectiveness of our novel augmentation method, especially benefiting categories with a limited number of examples.
Disney's catalogue of classic fairytale properties is proving to be highly lucrative business for the studio, as the company continues to give them the live-action remake treatment. A new version Aladdin is set to hit theaters in May, and now the first images have been released.
The pictures come via Entertainment Weekly. They show the three main stars--Mena Massoud (Jack Ryan), as Aladdin, Naomi Scott (Power Rangers) as Jasmine, and Will Smith, who plays the Genie. And in case you're you're thinking that Smith looks a bit ordinary as this legendary magical character, EW have also confirmed that he will have a "floating lamp form," but that vfx isn't finished yet. Check the images out below:
Vector images are typically produced by design software and consist of paths and curves that are dictated by mathematical data. This means that when you zoom in on a Vector image, everything remains smooth no matter how close you get. Since Vector images are made up of an algorithm, they come with smaller file sizes.
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