![]() The embeddings are produced by an encoder pretrained using a contrastive loss, not unlike CLIP. al, whose approach uses a GAN conditioned on text embeddings. Text-to-image synthesis has been an active area of research since the pioneering work of Reed et. ![]() We provide more details about the architecture and training procedure in our paper. DALL♾ uses the standard causal mask for the text tokens, and sparse attention for the image tokens with either a row, column, or convolutional attention pattern, depending on the layer. The attention mask at each of its 64 self-attention layers allows each image token to attend to all text tokens. Finally, the transformations “a sketch of the animal” and “a cell phone case with the animal” explore the use of this capability for illustrations and product design.ĭALL♾ is a simple decoder-only transformer that receives both the text and the image as a single stream of 1280 tokens-256 for the text and 1024 for the image-and models all of them autoregressively. Those that only change the color of the animal, such as “animal colored pink,” are less reliable, but show that DALL♾ is sometimes capable of segmenting the animal from the background. Other transformations, such as “animal with sunglasses” and “animal wearing a bow tie,” require placing the accessory on the correct part of the animal’s body. This works less reliably, and for several of the photos, DALL♾ only generates plausible completions in one or two instances. The transformation “animal in extreme close-up view” requires DALL♾ to recognize the breed of the animal in the photo, and render it up close with the appropriate details. The most straightforward ones, such as “photo colored pink” and “photo reflected upside-down,” also tend to be the most reliable, although the photo is often not copied or reflected exactly. Cute anime panda.We find that DALL♾ is able to apply several kinds of image transformations to photos of animals, with varying degrees of reliability. Bamboo Plant From Japan yellow glowing neon icon Vector head panda icon, little panda logo black on white background. Cute Panda Asian Bear Vector Illustrations, Collection of Chinese Animals Simple Logo Elements, Black and White Icons. Bamboo Canes Flat four color minimal icon set Isolated vector illustration a set strong wild animals- men. vector modern style illustration character food animal concept. ![]() Panda bear silhouette Logo design vector template Bamboo Plant From Japan Green and yellow modern 3d vector icon logo Absctract cute pandas on a blue background Vector illustration in eps 8 foramt Panda logo design vector template Bamboo Canes Green and yellow modern 3d vector icon logo Cute kid background with panda,bear,rainbow,balloon for birthday invitation Logo cute and really big cartoon Chinese panda which smile and keep eat bowl of noodles. Isolated vector illustration Bamboo Canes minimal bright yellow material icon Panda logo design. Simple sign a panda - design template Vector image of an panda design on a white background Cute panda logo design mascot Bamboo Canes yellow glowing neon icon Collection of birthday background set with panda.Editable vector illustration for birthday invitation,postcard and sticker.Wording include hello Friendly and cute pandas set.
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