SD3.5-Large-Minimal-Blacked-LoRA Open Source Model - Free Generation of Minimalist Black Background Iconic Images

SD3.5 Large Minimal Blacked LoRA

Developed by prithivMLmods

A LoRA fine-tuned model based on Stable Diffusion 3.5 large model, specializing in generating iconic images with minimalist black background style

Image Generation Open Source License:Openrail #Minimalist black background design #High-contrast logo generation #LoRA fine-tuned diffusion model

Downloads 39

Release Time : 10/25/2024

Model Overview

This model is a LoRA fine-tuned version of the Stable Diffusion 3.5 large model, specifically designed to generate iconic images with strong visual contrast on pure black backgrounds, such as lightning, flames, gears and other elements.

Model Features

Minimalist black background design

Specially optimized for generating high-contrast images on pure black backgrounds, making the main elements stand out more

LoRA fine-tuning

LoRA fine-tuning based on the Stable Diffusion 3.5 large model, maintaining the powerful generation capability of the original model while optimizing for specific styles

Dynamic element representation

Particularly good at representing dynamic elements such as lightning and flames, capable of generating visually striking energy effects

Model Capabilities

Text-to-image generation

Minimalist style image generation

High-contrast logo design

Dynamic element representation

Use Cases

Visual design

Logo design

Generate minimalist logos with strong visual impact

Examples include lightning, flames, gears and other logos

Brand visual elements

Create core elements for brand visual identity systems

High-contrast visual symbols

Concept art

Energy representation

Visual concepts representing various forms of energy (electricity, flames, etc.)

Images with radiating energy effects

🚀 SD3.5-Large-Minimal-Blacked-LoRA

This LoRA model is designed for text - to - image generation, offering unique visual designs with a blacked background. It's currently in the training phase and may have some performance issues.

✨ Features

Text - to - Image Generation: Capable of generating high - quality images based on text prompts.
LoRA Integration: Works in conjunction with the stabilityai/stable-diffusion-3.5-large base model.
Visual Design: Specializes in creating logos with a minimal blacked style, including various elements like lightning bolts, flames, and gears.

📦 Installation

import torch
from diffusers import StableDiffusion3Pipeline

pipe = StableDiffusion3Pipeline.from_pretrained("stabilityai/stable-diffusion-3.5-large", torch_dtype=torch.bfloat16)
pipe.load_lora_weights("prithivMLmods/SD3.5-Large-Minimal-Blacked-LoRA", weight_name="SD3.5-Large-Minimal-Blacked-LoRA.safetensors")
pipe.fuse_lora(lora_scale=1.0)
pipe.to("cuda")

💻 Usage Examples

Basic Usage

prompt = "A bold silver gear logo is depicted against a solid blacked background. The gear has sharp, metallic edges and intricate inner details that give it a realistic, industrial look. Light reflections on the gear add a gleaming effect, making it appear polished and three - dimensional. The stark contrast between the shiny silver and the dark black background creates a modern and powerful impression, giving the logo a sleek, mechanical feel."
negative_prompt = "(lowres, low quality, worst quality)"

image = pipe(prompt=prompt,
             negative_prompt=negative_prompt,
             num_inference_steps=24, 
             guidance_scale=4.0,
             width=960, height=1280,
            ).images[0]
image.save(f"example.jpg")

📚 Documentation

Model description

prithivMLmods/SD3.5-Large-Minimal-Blacked-LoRA

Image Processing Parameters

Property	Details
LR Scheduler	constant
Optimizer	AdamW
Network Dim	64
Network Alpha	32
Epoch	10
Noise Offset	0.03
Multires Noise Discount	0.1
Multires Noise Iterations	10
Repeat & Steps	18 & 1600
Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training : 20 [Hi - RES]

Sample Image + Prompt

SD3.5-Large-Minimal-Blacked-LoRA

Prompt
A bright green leaf logo is depicted against a dark blacked background. The leaf has smooth, organic lines with subtle veins running through it, giving it a natural and lifelike appearance. A soft glow surrounds the leaf, adding a gentle illumination that contrasts beautifully with the dark background. This contrast between the vibrant green and deep black creates a fresh and eco - friendly feel, making the logo appear both vibrant and serene.

Prompt

A bright green leaf logo is depicted against a dark blacked background. The leaf has smooth, organic lines with subtle veins running through it, giving it a natural and lifelike appearance. A soft glow surrounds the leaf, adding a gentle illumination that contrasts beautifully with the dark background. This contrast between the vibrant green and deep black creates a fresh and eco - friendly feel, making the logo appear both vibrant and serene.

🔧 Technical Details

The model is a LoRA (Low - Rank Adaptation) trained on top of the stabilityai/stable-diffusion-3.5-large base model. It uses specific image processing parameters during training, such as a constant LR scheduler, AdamW optimizer, etc.

⚠️ Important Note

The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.

💡 Usage Tip

You should use blacked to trigger the image generation.

📄 License

This model is licensed under creativeml-openrail-m.

Download model

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

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