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on
Zero
Update README.md
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README.md
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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colorFrom: purple
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colorTo: yellow
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sdk: gradio
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sdk_version: 5.35.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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## ๐จ Kolors IP-Adapter FaceID Plus: Advanced AI Portrait Generation
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### Transform Faces into Stunning AI Artwork with Cutting-Edge Technology
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Welcome to **Kolors IP-Adapter FaceID Plus**, a revolutionary AI portrait generation system that combines face recognition technology with advanced diffusion models. This powerful tool creates high-quality, personalized images by seamlessly blending facial features from reference photos with creative text prompts, opening new possibilities for digital art and portrait photography.
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### What is Kolors IP-Adapter FaceID Plus?
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Kolors IP-Adapter FaceID Plus is an **advanced AI image generation system** that leverages Kwai-Kolors' state-of-the-art models with InsightFace technology. It specializes in creating personalized portraits by extracting facial features from input images and incorporating them into AI-generated artwork based on text descriptions.
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### Key Features for Professional Portrait Generation
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- **๐ฏ Face Recognition Integration**: Advanced InsightFace technology for accurate facial feature extraction
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- **๐ผ๏ธ High-Resolution Output**: Generate stunning 1024x1024 pixel portraits
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- **๐จ Kolors Model**: Powered by Kwai-Kolors' advanced diffusion pipeline
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- **๐ค Face Fidelity Control**: Adjustable face similarity strength (0.8 scale)
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- **๐ง CLIP Vision Encoder**: Sophisticated facial feature understanding
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- **โก GPU Acceleration**: Optimized for CUDA-enabled devices
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- **๐ฒ Seed Control**: Reproducible results with manual or random seeds
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- **๐ Negative Prompts**: Fine-tune output by excluding unwanted elements
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### How It Works
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#### **Intelligent Face Processing Pipeline**
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1. **Face Detection**: AntelopeV2 model identifies and extracts facial features
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2. **Face Embedding**: Converts facial characteristics into numerical representations
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3. **Feature Integration**: Blends face embeddings with text prompts
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4. **Image Generation**: Creates personalized portraits using diffusion technology
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#### **Advanced Technical Components**
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- **ChatGLM Text Encoder**: Sophisticated language understanding
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- **UNet2D Conditional Model**: High-quality image generation
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- **AutoencoderKL VAE**: Efficient latent space processing
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- **Euler Discrete Scheduler**: Optimized sampling strategy
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### Perfect Applications
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- **Digital Portraits**: Create artistic interpretations of photographs
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- **Character Design**: Generate consistent characters for stories or games
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- **Avatar Creation**: Personalized profile pictures and digital identities
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- **Fashion Visualization**: Try different styles and looks virtually
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- **Historical Reimagining**: Place faces in different time periods or styles
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- **Creative Photography**: Explore artistic portrait concepts
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### Generation Parameters
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- **Prompt**: Describe the desired scene, style, and atmosphere
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- **Reference Image**: Upload a clear face photo for feature extraction
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- **Negative Prompt**: Specify elements to avoid (default: "low quality")
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- **Seed**: Control randomness (0-2147483647)
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- **Guidance Scale**: Balance between prompt adherence and creativity (0-10)
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- **Inference Steps**: Quality vs speed trade-off (10-50 steps)
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### Technical Specifications
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- **Base Model**: Kwai-Kolors/Kolors
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- **Face Adapter**: Kolors-IP-Adapter-FaceID-Plus
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- **Face Analysis**: InsightFace AntelopeV2
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- **Image Encoder**: CLIP-ViT-Large-Patch14-336
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- **Framework**: Diffusers, PyTorch, Gradio
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- **Precision**: float16 for optimal performance
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- **Resolution**: 1024x1024 output images
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### Why Choose Kolors IP-Adapter FaceID Plus?
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1. **Superior Face Preservation**: Maintains facial identity while allowing creative freedom
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2. **Professional Quality**: Gallery-ready portraits with consistent results
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3. **Easy to Use**: Simple interface with powerful underlying technology
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4. **Versatile Styling**: From photorealistic to highly stylized outputs
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5. **Fast Generation**: Optimized pipeline for quick results
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6. **Open Technology**: Built on open-source foundations
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### Best Practices for Portrait Generation
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- **Clear Reference Photos**: Use well-lit, front-facing images for best results
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- **Detailed Prompts**: Describe style, mood, lighting, and environment
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- **Experiment with Seeds**: Try different seeds for varied interpretations
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- **Adjust Guidance Scale**: Higher values follow prompts more strictly
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- **Use Negative Prompts**: Exclude unwanted elements like "blurry, distorted"
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- **Multiple Attempts**: Generate several versions to find the perfect result
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### Privacy and Ethical Considerations
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- Face data is processed locally during generation
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- No permanent storage of facial information
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- Use only with consent for any uploaded images
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- Respect portrait rights and privacy laws
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- Avoid creating misleading or harmful content
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### Get Started with AI Portraits
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Transform your photos into stunning AI artwork today. Whether creating personal portraits, character designs, or exploring artistic concepts, Kolors IP-Adapter FaceID Plus provides the tools for professional-quality results.
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**Community**: [Discord - Openfree AI](https://discord.gg/openfreeai) | **More AI Services**: [OpenFree Best AI](https://huggingface.co/spaces/openfree/Best-AI)
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---
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## ๐จ Kolors IP-์ด๋ํฐ FaceID Plus: ๊ณ ๊ธ AI ์ด์ํ ์์ฑ
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### ์ต์ฒจ๋จ ๊ธฐ์ ๋ก ์ผ๊ตด์ ๋๋ผ์ด AI ์์ ์ํ์ผ๋ก ๋ณํ
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**Kolors IP-์ด๋ํฐ FaceID Plus**์ ์ค์ ๊ฒ์ ํ์ํฉ๋๋ค. ์ผ๊ตด ์ธ์ ๊ธฐ์ ๊ณผ ๊ณ ๊ธ ํ์ฐ ๋ชจ๋ธ์ ๊ฒฐํฉํ ํ์ ์ ์ธ AI ์ด์ํ ์์ฑ ์์คํ
์
๋๋ค. ์ด ๊ฐ๋ ฅํ ๋๊ตฌ๋ ์ฐธ์กฐ ์ฌ์ง์ ์ผ๊ตด ํน์ง์ ์ฐฝ์์ ์ธ ํ
์คํธ ํ๋กฌํํธ์ ์ํํ๊ฒ ํผํฉํ์ฌ ๊ณ ํ์ง์ ๊ฐ์ธํ๋ ์ด๋ฏธ์ง๋ฅผ ์์ฑํ๋ฉฐ, ๋์งํธ ์ํธ์ ์ด์ํ ์ฌ์ง์ ์๋ก์ด ๊ฐ๋ฅ์ฑ์ ์ด์ด์ค๋๋ค.
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### Kolors IP-์ด๋ํฐ FaceID Plus๋?
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Kolors IP-์ด๋ํฐ FaceID Plus๋ Kwai-Kolors์ ์ต์ฒจ๋จ ๋ชจ๋ธ๊ณผ InsightFace ๊ธฐ์ ์ ํ์ฉํ๋ **๊ณ ๊ธ AI ์ด๋ฏธ์ง ์์ฑ ์์คํ
**์
๋๋ค. ์
๋ ฅ ์ด๋ฏธ์ง์์ ์ผ๊ตด ํน์ง์ ์ถ์ถํ๊ณ ํ
์คํธ ์ค๋ช
์ ๊ธฐ๋ฐ์ผ๋ก AI ์์ฑ ์์ ์ํ์ ํตํฉํ์ฌ ๊ฐ์ธํ๋ ์ด์ํ๋ฅผ ๋ง๋๋ ๋ฐ ํนํ๋์ด ์์ต๋๋ค.
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### ์ ๋ฌธ ์ด์ํ ์์ฑ์ ์ํ ์ฃผ์ ๊ธฐ๋ฅ
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- **๐ฏ ์ผ๊ตด ์ธ์ ํตํฉ**: ์ ํํ ์ผ๊ตด ํน์ง ์ถ์ถ์ ์ํ ๊ณ ๊ธ InsightFace ๊ธฐ์
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- **๐ผ๏ธ ๊ณ ํด์๋ ์ถ๋ ฅ**: ๋๋ผ์ด 1024x1024 ํฝ์
์ด์ํ ์์ฑ
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- **๐จ Kolors ๋ชจ๋ธ**: Kwai-Kolors์ ๊ณ ๊ธ ํ์ฐ ํ์ดํ๋ผ์ธ ๊ตฌ๋
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- **๐ค ์ผ๊ตด ์ถฉ์ค๋ ์ ์ด**: ์กฐ์ ๊ฐ๋ฅํ ์ผ๊ตด ์ ์ฌ์ฑ ๊ฐ๋ (0.8 ์ค์ผ์ผ)
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- **๐ง CLIP ๋น์ ์ธ์ฝ๋**: ์ ๊ตํ ์ผ๊ตด ํน์ง ์ดํด
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- **โก GPU ๊ฐ์**: CUDA ์ง์ ์ฅ์น์ ์ต์ ํ
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- **๐ฒ ์๋ ์ ์ด**: ์๋ ๋๋ ๋ฌด์์ ์๋๋ก ์ฌํ ๊ฐ๋ฅํ ๊ฒฐ๊ณผ
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- **๐ ๋ค๊ฑฐํฐ๋ธ ํ๋กฌํํธ**: ์ํ์ง ์๋ ์์๋ฅผ ์ ์ธํ์ฌ ์ถ๋ ฅ ๋ฏธ์ธ ์กฐ์
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### ์๋ ๋ฐฉ์
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#### **์ง๋ฅํ ์ผ๊ตด ์ฒ๋ฆฌ ํ์ดํ๋ผ์ธ**
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1. **์ผ๊ตด ๊ฐ์ง**: AntelopeV2 ๋ชจ๋ธ์ด ์ผ๊ตด ํน์ง์ ์๋ณํ๊ณ ์ถ์ถ
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2. **์ผ๊ตด ์๋ฒ ๋ฉ**: ์ผ๊ตด ํน์ฑ์ ์์น ํํ์ผ๋ก ๋ณํ
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3. **ํน์ง ํตํฉ**: ์ผ๊ตด ์๋ฒ ๋ฉ์ ํ
์คํธ ํ๋กฌํํธ์ ํผํฉ
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4. **์ด๋ฏธ์ง ์์ฑ**: ํ์ฐ ๊ธฐ์ ์ ์ฌ์ฉํ์ฌ ๊ฐ์ธํ๋ ์ด์ํ ์์ฑ
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#### **๊ณ ๊ธ ๊ธฐ์ ๊ตฌ์ฑ ์์**
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- **ChatGLM ํ
์คํธ ์ธ์ฝ๋**: ์ ๊ตํ ์ธ์ด ์ดํด
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- **UNet2D ์กฐ๊ฑด๋ถ ๋ชจ๋ธ**: ๊ณ ํ์ง ์ด๋ฏธ์ง ์์ฑ
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- **AutoencoderKL VAE**: ํจ์จ์ ์ธ ์ ์ฌ ๊ณต๊ฐ ์ฒ๋ฆฌ
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- **Euler ์ด์ฐ ์ค์ผ์ค๋ฌ**: ์ต์ ํ๋ ์ํ๋ง ์ ๋ต
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### ์๋ฒฝํ ์์ฉ ๋ถ์ผ
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- **๋์งํธ ์ด์ํ**: ์ฌ์ง์ ์์ ์ ํด์ ์์ฑ
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- **์บ๋ฆญํฐ ๋์์ธ**: ์ด์ผ๊ธฐ๋ ๊ฒ์์ ์ํ ์ผ๊ด๋ ์บ๋ฆญํฐ ์์ฑ
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- **์๋ฐํ ์์ฑ**: ๊ฐ์ธํ๋ ํ๋กํ ์ฌ์ง ๋ฐ ๋์งํธ ์ ์
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- **ํจ์
์๊ฐํ**: ๊ฐ์์ผ๋ก ๋ค์ํ ์คํ์ผ๊ณผ ๋ฃฉ ์๋
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- **์ญ์ฌ์ ์ฌํด์**: ๋ค๋ฅธ ์๋๋ ์คํ์ผ์ ์ผ๊ตด ๋ฐฐ์น
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- **์ฐฝ์์ ์ฌ์ง**: ์์ ์ ์ด์ํ ๊ฐ๋
ํ๊ตฌ
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### ์์ฑ ๋งค๊ฐ๋ณ์
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- **ํ๋กฌํํธ**: ์ํ๋ ์ฅ๋ฉด, ์คํ์ผ ๋ฐ ๋ถ์๊ธฐ ์ค๋ช
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- **์ฐธ์กฐ ์ด๋ฏธ์ง**: ํน์ง ์ถ์ถ์ ์ํ ์ ๋ช
ํ ์ผ๊ตด ์ฌ์ง ์
๋ก๋
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- **๋ค๊ฑฐํฐ๋ธ ํ๋กฌํํธ**: ํผํ ์์ ์ง์ (๊ธฐ๋ณธ๊ฐ: "low quality")
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- **์๋**: ๋ฌด์์์ฑ ์ ์ด (0-2147483647)
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- **๊ฐ์ด๋์ค ์ค์ผ์ผ**: ํ๋กฌํํธ ์ค์์ ์ฐฝ์์ฑ ๊ฐ์ ๊ท ํ (0-10)
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- **์ถ๋ก ๋จ๊ณ**: ํ์ง ๋ ์๋ ๊ท ํ (10-50๋จ๊ณ)
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### ๊ธฐ์ ์ฌ์
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- **๊ธฐ๋ณธ ๋ชจ๋ธ**: Kwai-Kolors/Kolors
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- **์ผ๊ตด ์ด๋ํฐ**: Kolors-IP-Adapter-FaceID-Plus
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- **์ผ๊ตด ๋ถ์**: InsightFace AntelopeV2
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- **์ด๋ฏธ์ง ์ธ์ฝ๋**: CLIP-ViT-Large-Patch14-336
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- **ํ๋ ์์ํฌ**: Diffusers, PyTorch, Gradio
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- **์ ๋ฐ๋**: ์ต์ ์ฑ๋ฅ์ ์ํ float16
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- **ํด์๋**: 1024x1024 ์ถ๋ ฅ ์ด๋ฏธ์ง
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### Kolors IP-์ด๋ํฐ FaceID Plus๋ฅผ ์ ํํด์ผ ํ๋ ์ด์
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1. **์ฐ์ํ ์ผ๊ตด ๋ณด์กด**: ์ฐฝ์์ ์์ ๋ฅผ ํ์ฉํ๋ฉด์ ์ผ๊ตด ์ ์ฒด์ฑ ์ ์ง
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2. **์ ๋ฌธ๊ฐ ํ์ง**: ์ผ๊ด๋ ๊ฒฐ๊ณผ๋ก ๊ฐค๋ฌ๋ฆฌ ์ค๋น ์ด์ํ
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3. **์ฌ์ฉํ๊ธฐ ์ฌ์**: ๊ฐ๋ ฅํ ๊ธฐ๋ณธ ๊ธฐ์ ์ ๊ฐ์ถ ๊ฐ๋จํ ์ธํฐํ์ด์ค
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4. **๋ค์ํ ์คํ์ผ๋ง**: ์ฌ์ค์ ์ธ ๊ฒ๋ถํฐ ๊ณ ๋๋ก ์์ํ๋ ์ถ๋ ฅ๊น์ง
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5. **๋น ๋ฅธ ์์ฑ**: ๋น ๋ฅธ ๊ฒฐ๊ณผ๋ฅผ ์ํ ์ต์ ํ๋ ํ์ดํ๋ผ์ธ
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6. **๊ฐ๋ฐฉํ ๊ธฐ์ **: ์คํ์์ค ๊ธฐ๋ฐ์ผ๋ก ๊ตฌ์ถ
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+
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### ์ด์ํ ์์ฑ ๋ชจ๋ฒ ์ฌ๋ก
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+
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- **์ ๋ช
ํ ์ฐธ์กฐ ์ฌ์ง**: ์ต์์ ๊ฒฐ๊ณผ๋ฅผ ์ํด ์กฐ๋ช
์ด ์ข๊ณ ์ ๋ฉด์ ํฅํ ์ด๋ฏธ์ง ์ฌ์ฉ
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- **์์ธํ ํ๋กฌํํธ**: ์คํ์ผ, ๋ถ์๊ธฐ, ์กฐ๋ช
๋ฐ ํ๊ฒฝ ์ค๋ช
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- **์๋ ์คํ**: ๋ค์ํ ํด์์ ์ํด ๋ค๋ฅธ ์๋ ์๋
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- **๊ฐ์ด๋์ค ์ค์ผ์ผ ์กฐ์ **: ๋์ ๊ฐ์ ํ๋กฌํํธ๋ฅผ ๋ ์๊ฒฉํ๊ฒ ๋ฐ๋ฆ
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- **๋ค๊ฑฐํฐ๋ธ ํ๋กฌํํธ ์ฌ์ฉ**: "blurry, distorted"์ ๊ฐ์ ์ํ์ง ์๋ ์์ ์ ์ธ
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- **์ฌ๋ฌ ์๋**: ์๋ฒฝํ ๊ฒฐ๊ณผ๋ฅผ ์ฐพ๊ธฐ ์ํด ์ฌ๋ฌ ๋ฒ์ ์์ฑ
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+
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### ๊ฐ์ธ์ ๋ณด ๋ณดํธ ๋ฐ ์ค๋ฆฌ์ ๊ณ ๋ ค์ฌํญ
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+
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- ์ผ๊ตด ๋ฐ์ดํฐ๋ ์์ฑ ์ค์ ๋ก์ปฌ๋ก ์ฒ๋ฆฌ๋จ
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- ์ผ๊ตด ์ ๋ณด์ ์๊ตฌ ์ ์ฅ ์์
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- ์
๋ก๋๋ ์ด๋ฏธ์ง์ ๋ํด์๋ง ๋์ํ์ ์ฌ์ฉ
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- ์ด์๊ถ ๋ฐ ๊ฐ์ธ์ ๋ณด ๋ณดํธ๋ฒ ์ค์
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- ์คํด์ ์์ง๊ฐ ์๊ฑฐ๋ ํด๋ก์ด ์ฝํ
์ธ ์์ฑ ๊ธ์ง
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+
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### AI ์ด์ํ ์์ํ๊ธฐ
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์ค๋ ์ฌ์ง์ ๋๋ผ์ด AI ์์ ์ํ์ผ๋ก ๋ณํํ์ธ์. ๊ฐ์ธ ์ด์ํ, ์บ๋ฆญํฐ ๋์์ธ ๋๋ ์์ ์ ๊ฐ๋
ํ๊ตฌ ๋ฑ ๋ฌด์์ ๋ง๋ค๋ Kolors IP-์ด๋ํฐ FaceID Plus๋ ์ ๋ฌธ๊ฐ ์์ค์ ๊ฒฐ๊ณผ๋ฅผ ์ํ ๋๊ตฌ๋ฅผ ์ ๊ณตํฉ๋๋ค.
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**์ปค๋ฎค๋ํฐ**: [Discord - Openfree AI](https://discord.gg/openfreeai) | **๋ ๋ง์ AI ์๋น์ค**: [OpenFree Best AI](https://huggingface.co/spaces/openfree/Best-AI)
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