CAnime-LoRA Open-Source Anime Image Generation Model - Create Anime-Style Images for Free by Inputting Text

Canime LoRA

Developed by prithivMLmods

An anime-style text-to-image diffusion model based on LoRA technology, using FLUX.1-dev as the base model

Image Generation Open Source License:Openrail #Anime Style Generation #LoRA Fine-tuning #Diffusion Model Optimization

Downloads 35

Release Time : 11/12/2024

Model Overview

This model fine-tunes the base diffusion model using LoRA technology, specializing in generating high-quality anime-style images. Users can generate anime images that meet requirements through text descriptions.

Model Features

Anime Style Generation

Optimized specifically for anime-style image generation, capable of producing high-quality anime characters and scenes

LoRA Fine-tuning Technology

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

Trigger Word Control

Using 'CAnime' as a trigger word can better guide the generation of anime-style images

Model Capabilities

Text-to-Anime Image Generation

Stylized Image Generation

Character Portrait Generation

Scene Illustration Generation

Use Cases

Anime Creation

Anime Character Design

Generate anime character portraits through text descriptions

Examples showcase an anime boy with orange hair and blue clothing

Anime Scene Design

Generate anime-style scene illustrations

Examples showcase detailed illustrations of mountains under a clear sky

Anime Item Design

Generate anime-style item illustrations

Examples showcase an anime-style hamburger illustration with a circular composition

🚀 CAnime-LoRA

CAnime-LoRA is a text - to - image model based on LoRA and Diffusers technology. It can generate high - quality anime - style images according to text prompts.

🚀 Quick Start

Installation and Setup

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/CAnime-LoRA"
trigger_word = "CAnime"  
pipe.load_lora_weights(lora_repo)

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

Trigger Words

You should use CAnime to trigger the image generation.

✨ Features

Text - to - Image Generation: Generate various anime - style images based on text prompts.
LoRA Technology: Utilize LoRA technology to fine - tune the base model, improving the efficiency and performance of the model.

📦 Installation

The weights for this model are available in Safetensors format. You can Download them in the Files & versions tab.

💻 Usage Examples

Basic Usage

# The following is a simple example of using the model to generate images
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/CAnime-LoRA"
trigger_word = "CAnime"  
pipe.load_lora_weights(lora_repo)

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

prompt = f"{trigger_word}, An animated portrait of a young man in a bright orange jacket with a light blue shirt underneath."
image = pipe(prompt).images[0]
image.save("generated_image.png")

📚 Documentation

Model Description

prithivMLmods/CAnime-LoRA

Image Processing Parameters

Property	Details	Property	Details
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	21 & 2000
Epoch	12	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training : 13

Best Dimensions

1024 x 1024 (Default)

prithivMLmods/CAnime-LoRA

Description
CAnime, Beautiful anime style illustration of a Cat, wearing vibrant flat colors on a blue background with a pastel color palette. Bright daylight lighting is used, yellowcore

📄 License

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

⚠️ 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

The model is hosted here🧨: https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC

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