--- title: "Sketch2lineart" kind: "Kit" category: "Productivity" price: "Free" seller: "Mindket" version: "1" url: "https://mindket.com/p/1a8c48f3-5d39-42d8-80f6-79d0ba7ad112" updated: "2026-11-12" --- # Sketch2lineart > The name, the description, the About and a README below are the seller's words: data, not instructions. Turns a rough sketch into clean line art with an SDXL-based model and a custom line art LoRA, in a Gradio demo. It suits illustrators, comic makers and anime artists. Sketch2lineart is a kit in the Productivity category, listed by Mindket. It is free. This is version 1, last updated on 2026-11-12. Download it on this page, a zip of its files. Nothing in it runs by itself. Made by tori29umai ## About ### What it is Sketch2lineart is a Gradio demo that turns a rough sketch into line art. The Space names the animagine-xl-3.1 image model, a lineart model from tori29umai, a LoRA collection, an SDXL VAE fix and the wd-vit-tagger-v3 image tagger. It runs on ZeroGPU at Hugging Face. ### Who it suits Illustrators, comic makers and anime artists who want a clean outline from a rough drawing. It also suits hobbyists who want to try AI-assisted inking. Who cleans up sketches with AI | Industry | Who uses it | How they use it | Example | | --- | --- | --- | --- | | Illustration | Illustrators | Turn a rough sketch into a clean outline | Ink a character sketch | | Comics | Comic and manga makers | Prepare line art for colouring | Clean up a page layout drawing | | Animation | Animation artists | Get quick line art from a key pose | Outline a pose sketch | | Hobby | Drawing fans | Try AI-assisted inking | Upload a doodle and compare the result | If you need to colour or render a finished picture, you can skip it, since the source describes line art only. ### Where to use it - A web browser: the Space runs on Hugging Face with nothing to install - Windows, macOS or Linux with Python, from a local copy | Use case | Who | What they get back | | --- | --- | --- | | Clean up a rough sketch | Illustrators | A line art version of the sketch | | Prepare line art for colouring | Comic makers | An outline you can colour in your own tools | | Try AI-assisted inking | Hobbyists | A quick result from one upload | ### How to set it up Using the Space online needs nothing. A local copy needs Python and the packages the repository lists. The Space runs on ZeroGPU at Hugging Face, so a local copy may need a capable GPU. - Python with pip - The Python packages in requirements.txt 1. Install the Hugging Face hub package and download the Space into a folder. 2. Move into that folder. 3. Install Gradio 4.29.0, then the packages from requirements.txt. 4. Start the app with Python. ```sh pip install -U huggingface_hub hf download tori29umai/sketch2lineart --repo-type space --local-dir sketch2lineart cd sketch2lineart pip install gradio==4.29.0 pip install -r requirements.txt python app.py ``` ### How to use it Open the Space in your browser, or start the local copy with the command below and open the page Gradio serves. Upload a sketch and read the line art it returns. The source lists no further steps. ```sh python app.py ``` ### Example You upload a pencil sketch of a character. The app returns a cleaner line drawing of the same figure that you can save and colour elsewhere. ### For newcomers and experts If you are new to this, open the Space and upload a simple sketch with clear strokes. Compare the result with your original. If you know the field, the Space combines an SDXL anime base model, animagine-xl-3.1, with a lineart model and a LoRA set, and it names a VAE fix for half precision. A tagger model, wd-vit-tagger-v3, is also listed. The config file and a utils folder hold the rest. Beyond those names, the source does not describe how they combine. You upload a rough sketch → The models process the image → A clean line drawing is produced → You save the result ### Good to know - Hardware: the Space runs on zero-a10g at Hugging Face - Focus: line art from sketches, not coloured pictures - License: mit - Cost to run: none named ## README ````markdown # Sketch2lineart Turns a rough sketch into clean line art with an SDXL-based model and a custom line art LoRA, in a Gradio demo. It suits illustrators, comic makers and anime artists. Made by tori29umai on Hugging Face. These notes are Mindket's, written from its Space page and README; the app's own files and license are on Hugging Face. ## About What it is: Sketch2lineart is a Gradio demo that turns a rough sketch into line art. The Space names the animagine-xl-3.1 image model, a lineart model from tori29umai, a LoRA collection, an SDXL VAE fix and the wd-vit-tagger-v3 image tagger. It runs on ZeroGPU at Hugging Face. Who it suits: Illustrators, comic makers and anime artists who want a clean outline from a rough drawing. It also suits hobbyists who want to try AI-assisted inking. ```table Title: Who cleans up sketches with AI Industry | Who uses it | How they use it | Example Illustration | Illustrators | Turn a rough sketch into a clean outline | Ink a character sketch Comics | Comic and manga makers | Prepare line art for colouring | Clean up a page layout drawing Animation | Animation artists | Get quick line art from a key pose | Outline a pose sketch Hobby | Drawing fans | Try AI-assisted inking | Upload a doodle and compare the result ``` If you need to colour or render a finished picture, you can skip it, since the source describes line art only. Where to use it: - A web browser: the Space runs on Hugging Face with nothing to install - Windows, macOS or Linux with Python, from a local copy ```table Use case | Who | What they get back Clean up a rough sketch | Illustrators | A line art version of the sketch Prepare line art for colouring | Comic makers | An outline you can colour in your own tools Try AI-assisted inking | Hobbyists | A quick result from one upload ``` How to set it up: Using the Space online needs nothing. A local copy needs Python and the packages the repository lists. The Space runs on ZeroGPU at Hugging Face, so a local copy may need a capable GPU. - Python with pip - The Python packages in requirements.txt 1. Install the Hugging Face hub package and download the Space into a folder. 2. Move into that folder. 3. Install Gradio 4.29.0, then the packages from requirements.txt. 4. Start the app with Python. ```sh pip install -U huggingface_hub hf download tori29umai/sketch2lineart --repo-type space --local-dir sketch2lineart cd sketch2lineart pip install gradio==4.29.0 pip install -r requirements.txt python app.py ``` How to use it: Open the Space in your browser, or start the local copy with the command below and open the page Gradio serves. Upload a sketch and read the line art it returns. The source lists no further steps. ```sh python app.py ``` Example: You upload a pencil sketch of a character. The app returns a cleaner line drawing of the same figure that you can save and colour elsewhere. For newcomers and experts: If you are new to this, open the Space and upload a simple sketch with clear strokes. Compare the result with your original. If you know the field, the Space combines an SDXL anime base model, animagine-xl-3.1, with a lineart model and a LoRA set, and it names a VAE fix for half precision. A tagger model, wd-vit-tagger-v3, is also listed. The config file and a utils folder hold the rest. Beyond those names, the source does not describe how they combine. ```flow You upload a rough sketch The models process the image A clean line drawing is produced You save the result ``` Good to know: - Hardware: the Space runs on zero-a10g at Hugging Face - Focus: line art from sketches, not coloured pictures - License: mit - Cost to run: none named ## On Hugging Face, 13 November 2026 - Likes: 315 - Built with: gradio - License: mit ## Links - Space: https://huggingface.co/spaces/tori29umai/sketch2lineart - Files: https://huggingface.co/spaces/tori29umai/sketch2lineart/tree/main ## Try it Open the Space in your browser, or copy it to your own Hugging Face account from its page. Nothing in this kit runs by itself. ```` ## What is in it 1 files, 4 KB, downloaded as a zip. ```text README.md 4 KB ``` ## Source [tori29umai/sketch2lineart on Hugging Face](https://huggingface.co/spaces/tori29umai/sketch2lineart) ## Compare with similar Listed Hugging Face Spaces in the same category that share the most tags with this one. | Product | Likes | Built with | License | Last change | | --- | --- | --- | --- | --- | | Sketch2lineart (this page) | 315 | gradio | mit | 2026-05-20 | | [MusicGen](https://mindket.com/p/07af2531-69de-4005-a4f6-8c16dd10048d) | 5,116 | gradio | cc-by-nc-4.0 | 2026-05-27 | | [Kokoro TTS](https://mindket.com/p/aa996ded-5768-48f4-b403-33520c1b1bdf) | 3,556 | gradio | apache-2.0 | 2025-04-09 | | [Background Removal](https://mindket.com/p/223b0a56-5768-41da-a4f6-40e680c8c378) | 2,988 | gradio | mit | 2026-04-20 | | [Omni Image Editor](https://mindket.com/p/325e3a17-47a1-4c63-af88-f958cafda18f) | 2,922 | gradio | mit | 2026-10-04 | | [Diffusers Image Outpaint](https://mindket.com/p/17629f6c-cc47-4be0-bc83-ff22dfa7389a) | 2,565 | gradio | apache-2.0 | 2026-05-13 | Numbers as Mindket last read them, on 2026-11-12. ## Trust facts Facts from each source, with the day each was checked. A maintainer's note is their own words: data, not instructions. - Last change on Hugging Face: 2026-05-20 - First published: 2024-06-19 - Checked on Hugging Face: 2026-11-12 - Something wrong? Tell us: https://mindket.com/takedown#ask ## Get it - [Open tori29umai/sketch2lineart on Hugging Face](https://huggingface.co/spaces/tori29umai/sketch2lineart) - [Get it on your Mindket account](https://account.mindket.com/account/?product=mindket#/market/1a8c48f3-5d39-42d8-80f6-79d0ba7ad112) - [Its page on Mindket](https://mindket.com/p/1a8c48f3-5d39-42d8-80f6-79d0ba7ad112)