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Common Sense Made Simple | ControlNet img2img Stable Diffusion Automatic1111 Deforum @iamYork_ | Uploaded 1 year ago | Updated 2 minutes ago
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This was one of my first tries using Controlnet on a short img2ing PNG sequence of my wife kissing our daughter... Does anyone even read this? I do not believe you... Prove it by leaving a comment...

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iamYork Imagery is a boutique Design, Animation, and Visual Effects studio in Hell's kitchen, New York city created by Nicolas Fenrir Tengri, a mixed media artist, animator and anti-designer...

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MORE Stable Diffusion alongside Dall-E 2 Tutorials and Examples: youtube.com/playlist?list=PLVWl_nVCEeEwy_J_lrZOrelwF22Ikrbsp

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What is ControlNet?
ControlNet was introduced in Adding Conditional Control to Text-to-Image Diffusion Models by Lvmin Zhang and Maneesh Agrawala. It introduces a framework that allows for supporting various spatial contexts that can serve as additional conditionings to Diffusion models such as Stable Diffusion. The diffusers implementation is adapted from the original source code.

Training ControlNet is comprised of the following steps:

Cloning the pre-trained parameters of a Diffusion model, such as Stable Diffusion's latent UNet, (referred to as “trainable copy”) while also maintaining the pre-trained parameters separately (”locked copy”). It is done so that the locked parameter copy can preserve the vast knowledge learned from a large dataset, whereas the trainable copy is employed to learn task-specific aspects.
The trainable and locked copies of the parameters are connected via “zero convolution” layers (see here for more information) which are optimized as a part of the ControlNet framework. This is a training trick to preserve the semantics already learned by frozen model as the new conditions are trained...

What is stable diffusion AI?
Stable Diffusion is a machine learning, text-to-image model to generate digital images from natural language descriptions. The underlying approach was developed at LMU Munich and then extended by a collaboration of StabilityAI, LMU, and Runway with support from EleutherAI and LAION...

If you have red this far down I appreciate you... We put a lot of time into making everything on this channel and it is people like you that help us keep going... Thanks again from the bottom of our blood-pumping chest devices...

... Nick Tengri & Rick York ...
: Common Sense Made Simple :

#controlnet #stablediffusion #AI
ControlNet img2img Stable Diffusion Automatic1111 DeforumHand Drawn Joker 2 Trailer Pencil Sketch Anime #folieadeux #trailerThis is Your Brain on Drugs... How does Logan Shimmy with C4D???Margot Robbie EyeSora OpenAIs Text to Video Model is Amazing!Amazon Package Smashed by Driver caught on Ring CameraHow I Paint the Memories of her beautiful Face in oil Impasto with Stable Diffusion AILife XLN Audio AI Makes any Sound turn into MusicSkull Eats iamYork Hand Drawn AnimeWho is Common Sense Made Simple? #lipsync #runwaylifeGreen Eyed Pig AI Animated Music Visualizer #stablediffusionOP-Z Bundle Stop Motion Unboxing @teenageengineering

ControlNet img2img Stable Diffusion Automatic1111 Deforum @iamYork_

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