DALL·E: Creating Images from Text

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We present Imagen, a text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding. Imagen builds on the power of large transformer language models in understanding text and hinges on the strength of diffusion models in high-fidelity image generation. Our key discovery is that generic large language models e. T5 , pretrained on text-only corpora, are surprisingly effective at encoding text for image synthesis: increasing the size of the language model in Imagen boosts both sample fidelity and image-text alignment much more than increasing the size of the image diffusion model. Imagen achieves a new state-of-the-art FID score of 7. To assess text-to-image models in greater depth, we introduce DrawBench, a comprehensive and challenging benchmark for text-to-image models. Visualization of Imagen. Imagen uses a large frozen T5-XXL encoder to encode the input text into embeddings. A photo of a An oil painting of a fuzzy panda British Shorthair cat Persian cat Shiba Inu dog raccoon wearing a cowboy hat and wearing a sunglasses and. Diffusion models have seen wide success in image generation [ 1 , 2 , 3 , 4 ]. More recently, Diffusion models have been explored for text-to-image generation [ 10 , 11 ], including the concurrent work of DALL-E 2 [ 12 ]. GLIDE [ 10 ] also uses cascaded diffusions models for text-to-image, but Imagen uses larger pretrained frozen language models, which we found to be instrumental to both image fidelity and image-text alignment. The use of cascaded diffusion models is also popular throughout the literature [ 13 , 14 ], and has been used with success in diffusion models to generate high resolution images [ 2 , 3 ]. Finally, Imagen is part of a series of text-to-image work at Google Research, including its sibling model Parti. There are several ethical challenges facing text-to-image research broadly.

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Natural image synthesis is a broad class of machine learning ML tasks with wide-ranging applications that pose a number of design High Resolution Wallpaper Models. One example is image super-resolution, in which a model is trained to transform a low resolution image into a detailed high resolution image e. Super-resolution has many applications that can range from restoring old family portraits to improving medical imaging systems. Another such image synthesis task is class-conditional image generation, in High Resolution Wallpaper Models a model is trained to generate a sample image from an input class label. The resulting generated sample images can be used to improve performance of downstream models for image classification, segmentation, and more. Generally, these image synthesis tasks are performed by deep generative models, such as GANsVAEsand autoregressive models. Yet each of these generative models has its downsides when trained to synthesize high quality samples on difficult, high resolution datasets. For example, GANs often suffer from unstable training and mode collapseand autoregressive models typically suffer from slow synthesis speed. Alternatively, diffusion modelsoriginally proposed inhave seen a recent revival in interest due to their High Resolution Wallpaper Models stability and their promising sample quality results on image and audio generation. Thus, they offer potentially favorable trade-offs compared to other types of deep generative models. Diffusion models work by corrupting the training data by progressively adding Gaussian noise, slowly wiping out details in the data until it becomes pure noise, and then training a neural network to reverse this corruption process. Running this reversed corruption process synthesizes data from pure noise by gradually denoising it until a clean sample is produced. This synthesis procedure can be interpreted as an optimization algorithm that follows the gradient of the data density to produce likely samples. Today we present two connected approaches that push the boundaries of the image synthesis High Resolution Wallpaper Models for diffusion models — Super-Resolution via Repeated Refinements SR3 and a model for class-conditioned synthesis, called Cascaded Diffusion Models CDM. We show that by scaling up diffusion models and with carefully selected data augmentation techniques, we can outperform existing approaches.

The MG-TF K20a V-TEC Project Thread (very pic heavy)

A work collegue is selling some of hos cars and is offering a couple of MGFs, one a T reg manual and the other a 02 tiptronic. Mg Tf Mods of which had any great reputation for reliability when they were new. All of them being complicated wnough that you've either got to be pretty competent with electronics, or pay someone to be able to diagnose and rectify faults. Sorry for spelling mistakes, hit Post before I checked and the system would not allow me to edit :. There are couple of Mg Tf Mods I remember about the MGF though. And while I believe most of Mg Tf Mods issues were down to poor maintenance, it is definitely something to think about given the inherent problem of keeping the engine in a mid engined car Mg Tf Mods. Also, the seating position is higher than you'd expect a mid engined sports car to be, which isn't much of an issue if you are, up to, average height. But if you are taller than average, it may be a problem. Give the customer the keys to his new car My guess woud be that most MG's would have had "the HG fix". I'd agree about the MX

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The MG TF HPD represented something of a world first - a performance There are explanations for each of these modifications - but perhaps the most. New mods to MGF. 1 Images. View Gallery. more MGF fitted with new roll hoops. Submitted by: Spencer Brown. 9 Jul This is gonna be my latest interior mod. I have a vvc yr and wondered if any one has had a head mod done on MG TF Sprint, X-Power Grey - Land Rover Oil Rail + Gasket. MG TF. 'The K-series engine is easy to tune, but also easy to get wrong ' The MGF was just what the market needed when it arrived in

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Breast implants BI Determining Implant Leak widely used in plastic surgery, though they are not lifetime devices. Average life before rupture is reported to be around 10—15 years. No consensus exists regarding which factors are involved. Following FDA recommendations, this study aims at Determining Implant Leak potential risk factors by evaluating their effect on BI rupture cases. In this observational study, BI patients were operated between andwith a mean implant indwelling of Patients that returned for follow-up were administered a questionnaire regarding postoperative lifestyle and habits. Implant rupture rate was We obtained complete data from breast Determining Implant Leak patients implants. Odds Ratio OR for each factor was calculated. Linear regression analysis was calculated for those with a significant OR. We report patients implants with intact and 71 93 implants with ruptured devices. BIs were macrotextured in

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