Flux-Realism-FineDetailed Open-Source Image Generation Model - Generate High-Quality Images with Realistic Textures and Fine Details

Flux Realism FineDetailed

Developed by prithivMLmods

A super-realistic image generation model based on LoRA fine-tuning technology, focusing on producing high-quality images with lifelike textures and intricate details.

Image Generation Open Source License:Openrail #Hyper-realistic portraits #LoRA fine-tuning #Cinematic lighting

Downloads 511

Release Time : 11/9/2024

Model Overview

This model utilizes LoRA (Low-Rank Adaptation) technology to fine-tune the base diffusion model, capable of generating photorealistic images, especially excelling in detailed representations of human portraits and complex scenes.

Model Features

Fine Detail Representation

Particularly adept at generating facial features, clothing textures, and environmental details, making images highly realistic.

LoRA Fine-Tuning Technology

Employs low-rank adaptation for efficient fine-tuning of the base model, enhancing performance in specific domains while maintaining model lightweight.

Cinematic Effects

Capable of generating images with a cinematic quality, including professional lighting and composition effects.

Model Capabilities

High-fidelity image generation

Portrait generation

Complex scene rendering

Texture detail enhancement

Use Cases

Artistic Creation

Professional Portrait Photography

Generate high-quality portraits suitable for commercial use

Image quality reaches award-winning competition standards

Concept Art Design

Provide concept art materials for entertainment industries such as games and films

Featured on CG Society website

Commercial Applications

Advertising Material Generation

Quickly generate high-quality advertising images that align with brand aesthetics

Reduces photography costs and improves creative efficiency

🚀 Flux-Realism-FineDetailed - B+ 20

This model is designed for fine - detailed and realistic image generation. It's currently in the training phase, and the presented version may have some imperfections.

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

⚠️ 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.

✨ Features

Model description

prithivMLmods/Flux-Realism-FineDetailed

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	28 & 3400
Epoch	15	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training: 27

New Version Available Here

Here's a table summarizing the relevant information about the Flux-Super-Realism-LoRA model on Hugging Face:

Property	Details
Model Name	`Flux-Super-Realism-LoRA`
Repository	strangerzonehf/Flux-Super-Realism-LoRA
Author	`strangerzonehf`
Description	Super - realism LoRA model designed to produce high - quality, hyper - realistic images using LoRA fine - tuning techniques. This model can generate lifelike textures, lighting, and intricate details.
Model Type	LoRA (Low - Rank Adaptation for Transformers)
Use Cases	- Photorealistic image generation - High - fidelity art - Texture detailing and enhancement
Primary Language	Not applicable (model is image - based)
Base Model	Model used as the foundation for LoRA fine - tuning (may vary per implementation)
License	Refer to Hugging Face model page for specific licensing information.
Tags	super - realism, LoRA, high - fidelity, hyper - realistic
Usage	This model is typically used with tools like Hugging Face's `Diffusers` or other libraries supporting LoRA fine - tuning for enhanced realism in image generation.
Pipeline	Use in `StableDiffusionPipeline` or compatible image generation pipelines.

Realism LoRA In - Image

prithivMLmods/Flux-Realism-FineDetailed

Best Dimensions

1024 x 1024 (Default)

📦 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/Flux-Realism-FineDetailed"
trigger_word = "Fine Detailed"  
pipe.load_lora_weights(lora_repo)

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

💻 Usage Examples

Basic Usage

To use this model, you need to trigger the image generation with specific words.

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/Flux-Realism-FineDetailed"
trigger_word = "Fine Detailed"  
pipe.load_lora_weights(lora_repo)

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

Trigger words

⚠️ Important Note

You should use Fine Detailed 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.

Featured Recommended AI Models

Empowering the Future, Your AI Solution Knowledge Base

English 简体中文繁體中文にほんご