Canopus-Realism-LoRA Open-source Model - Generate High-quality Realistic Images Based on Stable Diffusion XL

Canopus Realism LoRA

Developed by prithivMLmods

LoRA fine-tuned model based on Stable Diffusion XL, specializing in generating high-quality realistic style images

Image Generation Open Source License:Openrail #SDXL realistic portrait #LoRA fine-tuning adaptation #Photography-grade precision

Downloads 170

Release Time : 6/19/2024

Model Overview

This model is fine-tuned on the Stable Diffusion XL base model using LoRA technology, specifically optimized for photorealistic image generation, suitable for scenarios such as portrait photography and fashion photography

Model Features

High-quality realistic style

Specially optimized for photorealistic image generation capabilities

LoRA fine-tuning technology

Uses LoRA technology for efficient fine-tuning of the base model, enhancing realistic performance while preserving the original model's capabilities

Multi-parameter control

Supports controlling image style, aspect ratio, version, and other parameters through prompts

Model Capabilities

Text-to-realistic image generation

Portrait generation

Stylized image generation

High-resolution image output

Use Cases

Fashion photography

Model portrait generation

Generate fashion model portraits against natural backgrounds

images/2.png

Concept art

Cyberpunk style characters

Generate character images with specific styles (e.g., cyberpunk)

images/1.png

🚀 Canopus Photo Realism

Canopus Photo Realism is a LoRA model that offers realistic image generation capabilities, focusing on high - quality outputs.

🚀 Quick Start

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

Working Demo Canopus - Realism

Property	Details
Space Name	Canopus - Realism
Hosted on	⚡Hugging Face Spaces⚡
Default Theme	Light by Default / Can be altered
Description	Canopus - Realism provides realistic image generation capabilities with a focus on high - quality outputs.

Model description

Canopus Photo Realism - 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	20
Epoch	20	Save Every N Epochs	1

📦 Installation

SETTING - UP

    pipe = StableDiffusionXLPipeline.from_pretrained(
        "-------------xxxxxxxxx----------",
        torch_dtype=torch.float16,
        use_safetensors=True,
    )
                    (or)
-----------------------------------------------------------
    pipe = StableDiffusionXLPipeline.from_pretrained(
        "stabilityai/stable-diffusion-xl-base-1.0",
        torch_dtype=torch.float16,
        use_safetensors=True,
    )
    pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config)
    
    pipe.load_lora_weights("prithivMLmods/Canopus-Realism-LoRA", weight_name="Canopus-Realism-LoRA.safetensors", adapter_name="rlms")
    pipe.set_adapters("rlms")
    pipe.to("cuda")

💻 Usage Examples

Trigger prompts

A man dressed in sunglasses and brown jacket, in the style of cypherpunk, timeless beauty, exacting precision, uhd image, aleksandr deyneka, matte background, leather/hide  --ar 67:101 --v 5

A studio portrait of a brunette model wearing a dress in front of a natural background --v 6.0 --style raw

Man in the style of dark beige and brown, uhd image, youthful protagonists, nonrepresentational

Parameter Details

Property	Details
Prompt	Closeup of blonde woman depth of field, bokeh, shallow focus, minimalism, fujifilm xh2s with Canon EF lens, cinematic --ar 85:128 --v 6.0 --style raw
Sampler	euler

📚 Documentation

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.

📄 License

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

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