Line Drawing ✨ by Huggy

💡 Search "huggy" to find all my models on site.

💡 Models are updated frequently, so be sure to check back and use the latest version.

💡 DO NOT MIXED USE Illustrious lora with SDXL / PONY / FLUX model.

📒 So far it works well with over 60 out of 94 Illustrious Checkpoints available on Civitai, check my showcase images below for comparison.

📒 Still a Work In Progress

This "Line Drawing" lora is the result of an ongoing experimental project, which was originally called "Line Art." The first version dropped in SDXL back in July 2024, and since then, I’ve trained multiple versions like Pony and Flux. Every time, I’ve tweaked the training data, refined the captions, and adjusted the settings. It’s been like blindly searching for the perfect mix in the vast world of machine learning.

📒 V6 state: underfitting

📒 To be fixed in the next update:

• More dedicated training data for hands

• Remove data with multiple hands

• Increase num of repeat from 2 to 3

• Increase training step from 6,000 to 10,000

📒 Cost breakdown for this lora:

• 7,900 Buzz – 6 rounds of training

• 2,000 Buzz – Testing

Total: 9,900 Buzz

🎉 This lora is part of my goal to create 100 lora.

📒 Mirroring

I’ve noticed a few sites, like Modelslab and yodayo, using bots to mirror my models. SeaArt in particular shows big numbers for downloads and generations.

1. I don’t mind if you mirror my models — sites like civitaiarchive have always done that.

2. I do mind if you block users from downloading the models and force them onto a paid online service.

3. I do mind if you claim copyright or give users ownership of the generations. These are open-source models, trained on open-source bases with limited-ownership data. No one — not even me — should claim copyright. Credit is all that’s needed.