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<div align="center">
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# Doodle-to-Image Generation with Diffusion Models
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# ComfyUI
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**The most powerful and modular visual AI engine and application.**
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This repository contains the implementation of a sketch-to-image generation pipeline developed as part of a Junior Independent Study project at The College of Wooster. The system uses Stable Cascade, ComfyUI, and ControlNet to convert rough user sketches into detailed, high-quality images through diffusion models.
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## Overview
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[![Website][website-shield]][website-url]
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[![Dynamic JSON Badge][discord-shield]][discord-url]
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[![Matrix][matrix-shield]][matrix-url]
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<br>
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[![][github-release-shield]][github-release-link]
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[![][github-release-date-shield]][github-release-link]
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[![][github-downloads-shield]][github-downloads-link]
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[![][github-downloads-latest-shield]][github-downloads-link]
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[matrix-shield]: https://img.shields.io/badge/Matrix-000000?style=flat&logo=matrix&logoColor=white
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[matrix-url]: https://app.element.io/#/room/%23comfyui_space%3Amatrix.org
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[website-shield]: https://img.shields.io/badge/ComfyOrg-4285F4?style=flat
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[website-url]: https://www.comfy.org/
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<!-- Workaround to display total user from https://github.com/badges/shields/issues/4500#issuecomment-2060079995 -->
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[discord-shield]: https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fdiscord.com%2Fapi%2Finvites%2Fcomfyorg%3Fwith_counts%3Dtrue&query=%24.approximate_member_count&logo=discord&logoColor=white&label=Discord&color=green&suffix=%20total
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[discord-url]: https://www.comfy.org/discord
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[github-release-shield]: https://img.shields.io/github/v/release/comfyanonymous/ComfyUI?style=flat&sort=semver
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[github-release-link]: https://github.com/comfyanonymous/ComfyUI/releases
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[github-release-date-shield]: https://img.shields.io/github/release-date/comfyanonymous/ComfyUI?style=flat
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[github-downloads-shield]: https://img.shields.io/github/downloads/comfyanonymous/ComfyUI/total?style=flat
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[github-downloads-latest-shield]: https://img.shields.io/github/downloads/comfyanonymous/ComfyUI/latest/total?style=flat&label=downloads%40latest
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[github-downloads-link]: https://github.com/comfyanonymous/ComfyUI/releases
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</div>
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ComfyUI lets you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. Available on Windows, Linux, and macOS.
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## Get Started
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#### [Desktop Application](https://www.comfy.org/download)
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- The easiest way to get started.
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- Available on Windows & macOS.
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#### [Windows Portable Package](#installing)
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- Get the latest commits and completely portable.
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- Available on Windows.
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#### [Manual Install](#manual-install-windows-linux)
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Supports all operating systems and GPU types (NVIDIA, AMD, Intel, Apple Silicon, Ascend).
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## [Examples](https://comfyanonymous.github.io/ComfyUI_examples/)
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See what ComfyUI can do with the [example workflows](https://comfyanonymous.github.io/ComfyUI_examples/).
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The primary objective of this project is to enable interactive image generation based on simple line drawings. By integrating edge detection (via Canny), prompt conditioning, and latent diffusion techniques, the model allows users to guide both the structure and style of the generated image.
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## Features
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- Nodes/graph/flowchart interface to experiment and create complex Stable Diffusion workflows without needing to code anything.
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- Image Models
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- SD1.x, SD2.x,
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- [SDXL](https://comfyanonymous.github.io/ComfyUI_examples/sdxl/), [SDXL Turbo](https://comfyanonymous.github.io/ComfyUI_examples/sdturbo/)
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- [Stable Cascade](https://comfyanonymous.github.io/ComfyUI_examples/stable_cascade/)
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- [SD3 and SD3.5](https://comfyanonymous.github.io/ComfyUI_examples/sd3/)
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- Pixart Alpha and Sigma
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- [AuraFlow](https://comfyanonymous.github.io/ComfyUI_examples/aura_flow/)
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- [HunyuanDiT](https://comfyanonymous.github.io/ComfyUI_examples/hunyuan_dit/)
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- [Flux](https://comfyanonymous.github.io/ComfyUI_examples/flux/)
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- [Lumina Image 2.0](https://comfyanonymous.github.io/ComfyUI_examples/lumina2/)
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- [HiDream](https://comfyanonymous.github.io/ComfyUI_examples/hidream/)
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- Video Models
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- [Stable Video Diffusion](https://comfyanonymous.github.io/ComfyUI_examples/video/)
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- [Mochi](https://comfyanonymous.github.io/ComfyUI_examples/mochi/)
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- [LTX-Video](https://comfyanonymous.github.io/ComfyUI_examples/ltxv/)
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- [Hunyuan Video](https://comfyanonymous.github.io/ComfyUI_examples/hunyuan_video/)
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- [Nvidia Cosmos](https://comfyanonymous.github.io/ComfyUI_examples/cosmos/)
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- [Wan 2.1](https://comfyanonymous.github.io/ComfyUI_examples/wan/)
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- 3D Models
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- [Hunyuan3D 2.0](https://docs.comfy.org/tutorials/3d/hunyuan3D-2)
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- [Stable Audio](https://comfyanonymous.github.io/ComfyUI_examples/audio/)
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- Asynchronous Queue system
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- Many optimizations: Only re-executes the parts of the workflow that changes between executions.
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- Smart memory management: can automatically run models on GPUs with as low as 1GB vram.
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- Works even if you don't have a GPU with: ```--cpu``` (slow)
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- Can load ckpt, safetensors and diffusers models/checkpoints. Standalone VAEs and CLIP models.
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- Embeddings/Textual inversion
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- [Loras (regular, locon and loha)](https://comfyanonymous.github.io/ComfyUI_examples/lora/)
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- [Hypernetworks](https://comfyanonymous.github.io/ComfyUI_examples/hypernetworks/)
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- Loading full workflows (with seeds) from generated PNG, WebP and FLAC files.
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- Saving/Loading workflows as Json files.
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- Nodes interface can be used to create complex workflows like one for [Hires fix](https://comfyanonymous.github.io/ComfyUI_examples/2_pass_txt2img/) or much more advanced ones.
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- [Area Composition](https://comfyanonymous.github.io/ComfyUI_examples/area_composition/)
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- [Inpainting](https://comfyanonymous.github.io/ComfyUI_examples/inpaint/) with both regular and inpainting models.
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- [ControlNet and T2I-Adapter](https://comfyanonymous.github.io/ComfyUI_examples/controlnet/)
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- [Upscale Models (ESRGAN, ESRGAN variants, SwinIR, Swin2SR, etc...)](https://comfyanonymous.github.io/ComfyUI_examples/upscale_models/)
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- [unCLIP Models](https://comfyanonymous.github.io/ComfyUI_examples/unclip/)
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- [GLIGEN](https://comfyanonymous.github.io/ComfyUI_examples/gligen/)
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- [Model Merging](https://comfyanonymous.github.io/ComfyUI_examples/model_merging/)
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- [LCM models and Loras](https://comfyanonymous.github.io/ComfyUI_examples/lcm/)
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- Latent previews with [TAESD](#how-to-show-high-quality-previews)
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- Starts up very fast.
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- Works fully offline: will never download anything.
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- [Config file](extra_model_paths.yaml.example) to set the search paths for models.
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Workflow examples can be found on the [Examples page](https://comfyanonymous.github.io/ComfyUI_examples/)
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- Sketch-to-image synthesis using a multi-stage diffusion pipeline
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- Canny edge-based conditioning via ControlNet
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- Modular, node-based workflow using ComfyUI
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- Prompt encoding with CLIP
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- Evaluation through SSIM and FID metrics
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- Supports training and inference with pretrained models (Stable Cascade)
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## Shortcuts
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