the goal of this architecture is to keep as much as possible all the knowledge learned by the original model. the trainable network learns how to perform the control in a progressive way thanks to the use of zero convolutions.
@krea_ai
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ControlNet Architecture with Stable Diffusion Explained
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the following is a representation of ControlNet's architecture when used with Stable Diffusion
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ControlNet Architecture Clones Diffusion Model Weights
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the following is a general representation of ControlNet's architecture. first, it clones the weights of a diffusion model. Then, it trains the cloned weights to control the original model with the task from the input condition.
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Zero Convolutions in ControlNet: Progressive Training Influence
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zero convolutions are 1D convolutions with weights and biases initialized to 0s. note how at the beginning of the training ControlNet will not affect the original network at all, but as it gets trained it will progressively start influencing the generation with the condition.
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ControlNet: Guide complet du fonctionnement et des applications
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what is ControlNet and how does it work?
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ControlNet: Conditioning Diffusion Models on Arbitrary Input Features
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ControlNet is a method that can be used to condition diffusion models on arbitrary input features, such as image edges, segmentation maps, or human poses.
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PEZ integrated into KREA with optimized ViT-B/32 performance
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we just added PEZ to KREA!
— KREA AI (@krea_ai) 10 février 2023
by using ViT-B/32 + a few changes in the original code it runs in less than 3s ⚡️https://t.co/zvSfXDRxJVwe just added PEZ to KREA! by using ViT-B/32 + a few changes in the original code it runs in less than 3s
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KREA Canvas: AI-Powered Futuristic Coat Design Tool
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"an image is worth a thousand prompts"
— KREA AI (@krea_ai) 10 février 2023
designing futuristic coats with image references in the KREA Canvas ⚡️
we keep sending invites as we can handle more users, sign up here https://t.co/M34dD3yXaw pic.twitter.com/inYGIqjuIB"an image is worth a thousand prompts" designing futuristic coats with image references in the KREA Canvas we keep sending invites as we can handle more users, sign up here https://
forms.gle/L8G6V1pzLx76Pu
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Outpainting Technology Receives Major Upgrade
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outpainting just got upgraded! ⚡️ pic.twitter.com/mSgttVVygi
— KREA AI (@krea_ai) 8 février 2023outpainting just got upgraded!
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KREA Canvas Launches Inpainting Feature in Private Beta
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inpainting is now live in the KREA Canvas ⚡️
— KREA AI (@krea_ai) 2 février 2023
join the private beta https://t.co/SndFHbhQcQ pic.twitter.com/Psh12ygpjqinpainting is now live in the KREA Canvas join the private beta https://
forms.gle/dFiva91Ah9ZDZ4
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