Castor-3D-Portrait-Flux-LoRA
| Property | Value |
|---|---|
| Base Model | black-forest-labs/FLUX.1-dev |
| License | CreativeML OpenRAIL-M |
| Training Images | 19 |
| Network Dimensions | 64 |
| Epochs | 15 |
What is Castor-3D-Portrait-Flux-LoRA?
Castor-3D-Portrait-Flux-LoRA is a specialized LoRA model designed for generating high-quality 3D portrait-style cartoon images. Built on the FLUX.1-dev base model, it has been specifically trained to create detailed cartoon portraits with sophisticated lighting and dimensional effects. The model is currently in training phase and represents an ongoing development effort by prithivMLmods.
Implementation Details
The model utilizes the AdamW optimizer with a constant learning rate scheduler and incorporates advanced noise handling techniques including a 0.03 noise offset and multires noise iterations. Training parameters include a network dimension of 64 with an alpha of 32, executed over 15 epochs with 2.5K steps per epoch.
- Utilizes florence2-en labeling for natural language processing in English
- Implements multires noise discount of 0.1
- Features 20 repeats per training cycle
- Saves checkpoints every epoch
Core Capabilities
- Generation of 3D portrait-style cartoon images
- Detailed facial feature rendering
- Environmental context integration
- Lighting and dimensional effect handling
Frequently Asked Questions
Q: What makes this model unique?
This model specializes in creating 3D portrait cartoons with a specific artistic style, utilizing a carefully tuned LoRA architecture with FLUX.1-dev as its foundation. Its training on a focused dataset of 19 images ensures consistent style output.
Q: What are the recommended use cases?
The model is ideal for generating cartoon-style portraits with 3D characteristics, particularly useful for creating character art, profile pictures, or stylized portraits. Users should include the trigger word "3D Portrait" in their prompts for optimal results.
