Bold-Shadows-Flux-LoRA Open-Source Image Generation Model - Freely Generate High-Contrast Black-and-White Shadow Images

Bold Shadows Flux LoRA

Developed by prithivMLmods

This is a LoRA fine-tuned text-to-image model specializing in generating high-contrast images with strong shadows and black-and-white style.

Image Generation Open Source License:Openrail #Black and white high contrast #Enhanced shadow generation #LoRA fine-tuning

Downloads 125

Release Time : 11/9/2024

Model Overview

The model is optimized through LoRA fine-tuning technology, excelling in generating images with dramatic shadow effects and black-and-white color contrast.

Model Features

Strong Shadow Effects

Specially optimized for shadow representation, capable of generating images with dramatic light and shadow contrast

Black-and-White Style

Focuses on monochrome image generation, particularly emphasizing high-contrast black-and-white color performance

LoRA Fine-Tuning

Utilizes LoRA (Low-Rank Adaptation) technology for efficient fine-tuning of the base model

Specific Trigger Words

Using 'strong shadows' as a trigger word yields the best generation results

Model Capabilities

Text-to-image

Black-and-white style image generation

High-contrast image generation

Strong shadow effect rendering

Use Cases

Art Creation

Black-and-White Portrait Photography

Generate black-and-white portrait works with strong shadow effects

High-contrast portrait images as shown in the examples

Architectural Photography

Generate architectural scenes with dramatic lighting and shadows

High-contrast architectural images as shown in the examples

Concept Design

Black-and-White Concept Art

Generate black-and-white style concept art for games or films

Concept images with strong visual impact

🚀 Bold-Shadows-Flux-LoRA

This LoRA model is designed for text-to-image generation, capable of producing high - quality black - and - white images with bold shadows. It is still in the training phase, and future updates may bring better performance.

🚀 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 = "prithivMLmods/Bold-Shadows-Flux-LoRA"
trigger_word = "Bold Shadows"  
pipe.load_lora_weights(lora_repo)

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

Usage

You should use Bold Shadows to trigger the image generation.

✨ Features

Text - to - Image Generation: Generate black - and - white images with bold shadows based on text prompts.
LoRA Integration: Works in combination with the base model black-forest-labs/FLUX.1-dev to enhance image - generating capabilities.

📦 Installation

The installation process is shown in the Quick Start section. You need to import necessary libraries, load the base model and LoRA weights, and move the pipeline to the appropriate device.

💻 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 = "prithivMLmods/Bold-Shadows-Flux-LoRA"
trigger_word = "Bold Shadows"  
pipe.load_lora_weights(lora_repo)

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

# Generate an image
prompt = "Bold Shadows, Captured in a black and white monochromatic shot, a woman stands in front of a backdrop of leaves and shadows."
image = pipe(prompt).images[0]
image.save("generated_image.png")

📚 Documentation

Model description

prithivMLmods/Bold-Shadows-Flux-LoRA

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	22 & 2440
Epoch	10	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training : 14

Best Dimensions

1024 x 1024 (Default)

Trigger words

You should use Bold Shadows to trigger the image generation.

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.

📄 License

This model is licensed under creativeml-openrail-m.

⚠️ 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

Use the Bold Shadows trigger word to get the best results for image generation.

Hosted Here🧨: https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC

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