Flux-3DXL-Partfile-0001 Open Source Model - Generate High-Quality 3D-Style Character Images Based on Text Descriptions

Flux 3DXL Partfile 0001

Developed by strangerzonehf

A LoRA fine-tuned model based on FLUX.1-dev foundation model, specializing in 3D character design, capable of generating high-quality 3D-style images from text descriptions.

Image Generation Open Source License:Openrail #3D Character Generation #LoRA Fine-tuning #High-Contrast Portraits

Downloads 121

Release Time : 11/28/2024

Model Overview

This model is a diffusion model for text-to-image generation, specifically optimized for 3D character design, capable of generating images with 3DXL technology features based on detailed text descriptions.

Model Features

3DXL Technology Support

Utilizes advanced 3DXL technology to generate 3D-style images with depth and detail

LoRA Fine-tuning

Fine-tuned with LoRA based on the FLUX.1-dev foundation model, enhancing performance in specific domains while retaining the base model's capabilities

Precise Character Control

Allows precise control over generated characters' appearance and poses through detailed text descriptions

High-Quality Output

Generates high-resolution images with detailed expressions, suitable for professional use

Model Capabilities

Text-to-3D Image Generation

Character Design Generation

High-Resolution Image Output

Detail-Controlled Generation

Use Cases

Digital Art Creation

3D Character Concept Design

Quickly generate character concept art for games or film projects

Can generate 3D character images with specific appearance features and styles

Digital Portrait Creation

Create personalized 3D-style portraits based on text descriptions

Can generate 3D portraits with specific expressions, hairstyles, and clothing

Advertising & Marketing

Product Display Characters

Generate 3D character images that align with brand identity for product advertisements

Can generate 3D character images that match the product's style

🚀 Flux-3DXL-Partfile-0001

This is a text-to-image LoRA model based on the diffusers library, designed for 3D character design.

🚀 Quick Start

Installation

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "strangerzonehf/Flux-3DXL-Partfile-0001"
trigger_word = "3DXLP1"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

Usage

You should use 3DXLP1 to trigger the image generation.

Download model

Weights for this model are available in Safetensors format. Download them in the Files & versions tab.

✨ Features

Text-to-image Generation: Generate 3D character images based on text prompts.
LoRA Integration: Utilize LoRA technology to fine - tune the base model.

📦 Installation

The installation steps are shown in the Quick Start section.

💻 Usage Examples

Basic Usage

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "strangerzonehf/Flux-3DXL-Partfile-0001"
trigger_word = "3DXLP1"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

# Example prompt
prompt = f"{trigger_word}, a medium-sized woman stands in front of a dark gray background."
image = pipe(prompt).images[0]
image.show()

📚 Documentation

Model description for 3DXL Partfile 0001

Image Processing Parameters

Parameter	Value	Parameter	Value
LR Scheduler	constant	Noise Offset	0.03
Optimizer	AdamW	Multires Noise Discount	0.1
Network Dim	64	Multires Noise Iterations	10
Network Alpha	32	Repeat & Steps	25 & 3100
Epoch	20	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training : 27

Best Dimensions & Inference

Dimensions	Aspect Ratio	Recommendation
1280 x 832	3:2	Best
1024 x 1024	1:1	Default

Inference Range

Recommended Inference Steps: 30–35

📄 License

This model is licensed under the creativeml-openrail-m license.

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