this post was submitted on 20 Dec 2025
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Stable Diffusion

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NewBie image Exp0.1 is a 3.5B parameter DiT model developed through research on the Lumina architecture. Building on these insights, it adopts Next-DiT as the foundation to design a new NewBie architecture tailored for text-to-image generation. The NewBie image Exp0.1 model is trained within this newly constructed system, representing the first experimental release of the NewBie text-to-image generation framework. Text Encoder

We use Gemma3-4B-it as the primary text encoder, conditioning on its penultimate-layer token hidden states. We also extract pooled text features from Jina CLIP v2, project them, and fuse them into the time/AdaLN conditioning pathway. Together, Gemma3-4B-it and Jina CLIP v2 provide strong prompt understanding and improved instruction adherence. VAE

Use the FLUX.1-dev 16channel VAE to encode images into latents, delivering richer, smoother color rendering and finer texture detail helping safeguard the stunning visual quality of NewBie image Exp0.1.

Checkpoint: https://huggingface.co/NewBie-AI/NewBie-image-Exp0.1

Lora Trainer: https://github.com/NewBieAI-Lab/NewbieLoraTrainer

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