Flux-Super-Realism-LoRA Open-source Image Generator - Generate High-resolution Photo-realistic Images

Flux Super Realism LoRA

Developed by strangerzonehf

A surrealism LoRA adapter based on the FLUX.1-dev foundation model, specializing in generating high-resolution, photorealistic images

Image Generation Open Source License:MIT #Surreal Portrait Generation #Photorealistic Quality #Dynamic Realism

Downloads 12.15k

Release Time : 11/12/2024

Model Overview

This model fine-tunes the base diffusion model using LoRA (Low-Rank Adaptation) technology, excelling in creating hyper-realistic and photorealistic facial close-ups and portraits. Supports RAW format output and 4K ultra-high-definition resolution.

Model Features

Photorealistic Quality

Adopts hyper-realistic portrait style, capable of generating images with RAW format texture and 4K ultra-HD resolution

Dynamic Realism

Combines surreal elements with realistic rendering to create unique visual experiences

Facial Close-up Optimization

Specially optimized for facial details, achieving high-quality results within 28 generation steps

Safe Tensor Format

Model weights are stored in Safetensors secure format

Model Capabilities

Surrealistic Image Generation

High-Resolution Portrait Creation

Photorealistic Rendering

Dynamic Lighting Processing

Facial Detail Enhancement

Use Cases

Artistic Creation

Surreal Portraits

Generate realistic-style character portraits with surreal elements

As shown in the example image of the red-jacketed woman in a snowy scene

Concept Art

Create concept artworks blending reality and imagination

Such as the scene of a tiny astronaut emerging from an eggshell on the lunar surface

Commercial Applications

Advertising Visuals

Generate high-quality product displays or character images for advertising campaigns

As shown in the example image of the young man in a dark gray buttoned high-neck sweater

Film Concept

Provide pre-visualization materials for film and television productions

🚀 Flux-Super-Realism-LoRA

This is a LoRA model based on the base model FLUX.1-dev, designed to generate super-realistic images, excelling in face realism, ultra - realism and other aspects.

✨ Features

Text - to - Image: Capable of generating high - quality images based on text prompts.
Super - Realism: Specialized in creating super - realistic images, including portraits and high - resolution photographs.
LoRA Tuning: Tuned using the LoRA method for better performance in specific realism tasks.

📦 Installation

No specific installation steps are provided in the original document.

💻 Usage Examples

Basic Usage

from gradio_client import Client

client = Client("prithivMLmods/FLUX-REALISM")
result = client.predict(
		prompt="A tiny astronaut hatching from an egg on the moon, 4k, planet theme",
		seed=0,
		width=1024,
		height=1024,
		guidance_scale=6,
		randomize_seed=True,
		api_name="/run"
        #takes minimum of 30 seconds
)
print(result)

Advanced 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-Super-Realism-LoRA"
trigger_word = "Super Realism"   #triggerword
pipe.load_lora_weights(lora_repo)

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

📚 Documentation

Model description for super realism engine

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	30 & 4380
Epoch	20	Save Every N Epochs	1

Comparison between the base model and related models

Comparison between the base model FLUX.1-dev and its adapter, a LoRA model tuned for super - realistic realism. [ 28 steps ]

strangerzonehf/Flux-Super-Realism-LoRA

However, it performs better in various aspects compared to its previous models, including face realism, ultra - realism, and others. previous versions [ 28 steps ]

strangerzonehf/Flux-Super-Realism-LoRA

Previous Model Links

Model Name	Description	Link
Canopus-LoRA-Flux-FaceRealism	LoRA model for Face Realism	Canopus-LoRA-Flux-FaceRealism
Canopus-LoRA-Flux-UltraRealism-2.0	LoRA model for Ultra Realism	Canopus-LoRA-Flux-UltraRealism-2.0
Flux.1-Dev-LoRA-HDR-Realism [Experimental Version]	LoRA model for HDR Realism	Flux.1-Dev-LoRA-HDR-Realism
Flux-Realism-FineDetailed	Fine-detailed realism-focused model	Flux-Realism-FineDetailed

Hosted/Demo Links

Demo Name	Description	Link
FLUX-LoRA-DLC	Demo for FLUX LoRA DLC	FLUX-LoRA-DLC
FLUX-REALISM	Demo for FLUX Realism	FLUX-REALISM

Model Training Basic Details

Feature	Description
Labeling	florence2-en (natural language & English)
Total Images Used for Training	55 [Hi-Res]
Best Dimensions	- 1024 x 1024 (Default)
	- 768 x 1024

Flux-Super-Realism-LoRA Model GitHub

Repository Link	Description
Flux-Super-Realism-LoRA	Flux Super Realism LoRA model repository for high-quality realism generation

Trigger words

⚠️ Important Note

Trigger words: You should use Super Realism to trigger the image generation.

The trigger word is not mandatory; ensure that words like "realistic" and "realism" appear in the image description. The "super realism" trigger word should prompt an exact match to the reference image in the showcase.

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.

strangerzonehf/Flux-Super-Realism-LoRA

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