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Tips for Google Photos

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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Yesterday, an Apple iOS update appeared to break the Google Photos app, but Google was quick to release a fix. Google Photos is among the most used gallery app since it provides free storage and is available on Android, iOS, and the web. Use your Google Account. Email or phone. Forgot email? CAPTCHA image of text used to distinguish humans from robots. Type the text you hear or see. Users say that the update breaks compatibility with the Google Photos app for iPhone, leading to the app crashing immediately when opened. The Google Photos Locked Folder is a special passcode-protected storage location where users can stash any sensitive or private images they don'.

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