Titanforge - Uncensor project and complete anatomical understanding

Titanforge: Fixing Flux's anatomy while uncensoring and enhancing compatibility

Current status: 🟩🟩🟩🟨🔳🔳🔳🔳🔳🔳 3,5 / 10 (experimental stage)

Titanforge is a fine-tuned model built on the Flux dev architecture, designed to dramatically enhance the representation of both male and female anatomy. The base model in Flux heavily censors certain content and anatomy, which I believe indirectly influences the accuracy of body representations, even in non-explicit scenes. As a proponent of uncensored models, my goal with Titanforge is to break these barriers and offer:

• Comprehensive anatomical understanding of the human body, improving not only surface-level accuracy but also deep anatomical consistency.

• Enhanced photorealism, providing more lifelike images.

• Expanded pose versatility, with a broader comprehension of human poses and the adult language used to describe it.

• Better compatibility with adult-themed Loras, by understanding explicit terms and scenes, allowing smoother integration without censorship constraints.

• Getting rid of the Chindimple ;)

Current Progress:

Titanforge is a work in progress. The model is currently at 36,000 steps, trained on a carefully curated dataset of 1,200 hand-tagged images (avoiding generic tags like '1girl'). My focus has been on ensuring the model learns not just isolated anatomical scenes but also how to infer context when referencing different body parts. There’s still much to be done, Titanforge is about 35% complete by my estimate.

Although the model is trained on an extended and uncensored anatomy, I also try not to ignore the artistic aspects. So the model should be useful for all purposes.

The training has been challenging. My hardware (RTX 4090) is maxed out, and training speed has slowed due to VRAM overflow spilling into RAM. As a result, the process is much slower than expected. If you'd like to support the project and help accelerate the training, feel free to check out my GoFundMe campaign: https://gofund.me/c2d02973.

Things to Keep in Mind:

Titanforge is still experimental, and there are occasional issues where the model struggles, especially with more explicit prompts. Shorter prompts tend to work better at this stage. Additionally, the representation of male anatomy is still inconsistent, some scenes render very well, while others fall apart. Anything explicit I show at this point is likely cherrypicked, as the model needs more refinement to handle these scenes consistently. Feedback is always welcome, and any support would be greatly appreciated as the model continues to evolve.