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Segmentation of a 512 × 512 image takes less than a second on a modern (2015) GPU using the U-Net architecture. [1] [3] [4] [5] The U-Net architecture has also been employed in diffusion models for iterative image denoising. [6] This technology underlies many modern image generation models, such as DALL-E, Midjourney, and Stable Diffusion.
Block diagram for the full Transformer architecture. The stack on the right is a standard pre-LN Transformer decoder, which is essentially the same as the SpatialTransformer. Similar to the standard U-Net, the U-Net backbone used in the SD 1.5 is essentially composed of down-scaling layers followed by up-scaling layers. However, the UNet ...
Diagram of the latent diffusion architecture used by Stable Diffusion The denoising process used by Stable Diffusion. The model generates images by iteratively denoising random noise until a configured number of steps have been reached, guided by the CLIP text encoder pretrained on concepts along with the attention mechanism, resulting in the desired image depicting a representation of the ...
A block diagram is a diagram of a system in which the principal parts or functions are represented by blocks connected by lines that show the relationships of the blocks. [1] They are heavily used in engineering in hardware design , electronic design , software design , and process flow diagrams .
A residual block in a deep residual network. Here, the residual connection skips two layers. A residual neural network (also referred to as a residual network or ResNet) [1] is a deep learning architecture in which the layers learn residual functions with reference to the layer inputs.
It’s the most wonderful time of the year - but if you’re worried about how you’ll keep your dog calm this Christmas, then I’m here to help.
WASHINGTON (Reuters) -TikTok must now move quickly with a request to the Supreme Court to block or overturn a law that would require its Chinese parent ByteDance to divest of the short-video app ...
English: Generic block diagram of a GPU as found on modern graphics cards. The Wikipedia contains separate articles to many of the depicted components and used communication protocols. BIF: ISA (Industry Standard Architecture), VLB (VESA Local Bus), PCI (Peripheral Component Interconnec), AGP (Accelerated Graphics Port), PCIe