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| 1 |
+
---
|
| 2 |
+
license: creativeml-openrail-m
|
| 3 |
+
base_model: stabilityai/stable-diffusion-xl-base-1.0
|
| 4 |
+
tags:
|
| 5 |
+
- lora
|
| 6 |
+
- stable-diffusion-xl
|
| 7 |
+
- ana-de-armas
|
| 8 |
+
- celebrity
|
| 9 |
+
- photorealistic
|
| 10 |
+
- portrait
|
| 11 |
+
- actress
|
| 12 |
+
- cuban
|
| 13 |
+
- beauty
|
| 14 |
+
datasets:
|
| 15 |
+
- ana_d1_dataset
|
| 16 |
+
inference: false
|
| 17 |
+
pipeline_tag: text-to-image
|
| 18 |
+
widget:
|
| 19 |
+
- text: "portrait of Ana de Armas, elegant pose, soft studio lighting, photorealistic"
|
| 20 |
+
output:
|
| 21 |
+
url: "ana_d1.png"
|
| 22 |
+
|
| 23 |
+
---
|
| 24 |
+
|
| 25 |
+
# π ANA_DE_ARMAS_LORA β Professional Celebrity Portrait LoRA
|
| 26 |
+
|
| 27 |
+
[](https://huggingface.co/yourusername/ANA_DE_ARMAS_LORA)
|
| 28 |
+
[](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0)
|
| 29 |
+
[](https://huggingface.co/spaces/CompVis/stable-diffusion-license)
|
| 30 |
+
|
| 31 |
+
`ANA_DE_ARMAS_LORA` is a specialized LoRA (Low-Rank Adaptation) fine-tuned on `stabilityai/stable-diffusion-xl-base-1.0`, expertly designed for generating **ultra-photorealistic portraits inspired by Ana de Armas**. This model captures her distinctive features, elegant expressions, and natural beauty with stunning cinematic quality.
|
| 32 |
+
|
| 33 |
+

|
| 34 |
+
|
| 35 |
+
## β¨ Example Output
|
| 36 |
+
|
| 37 |
+
This LoRA excels at generating photorealistic portraits capturing Ana de Armas' distinctive features - her expressive brown eyes, defined cheekbones, and natural elegance. The sample above demonstrates the model's capability using the prompt:
|
| 38 |
+
|
| 39 |
+
> `portrait of Ana de Armas, professional studio lighting, elegant expression, photorealistic quality`
|
| 40 |
+
|
| 41 |
+
---
|
| 42 |
+
|
| 43 |
+
## β¨ Key Features
|
| 44 |
+
|
| 45 |
+
- π **Celebrity Accuracy**: Captures Ana de Armas' distinctive facial features and expressions
|
| 46 |
+
- π
**Cinematic Quality**: Professional-grade lighting and composition
|
| 47 |
+
- ποΈ **Expressive Features**: Beautiful brown eyes with natural depth and emotion
|
| 48 |
+
- πΈ **Natural Beauty**: Authentic representation of her Cuban heritage and elegance
|
| 49 |
+
- πΈ **Versatile Angles**: Support for multiple portrait orientations and poses
|
| 50 |
+
- π¨ **High Definition**: Ultra-sharp details and realistic skin textures
|
| 51 |
+
|
| 52 |
+
---
|
| 53 |
+
|
| 54 |
+
## π§ Model Specifications
|
| 55 |
+
|
| 56 |
+
| Parameter | Value |
|
| 57 |
+
|-----------|-------|
|
| 58 |
+
| **Base Model** | `stabilityai/stable-diffusion-xl-base-1.0` |
|
| 59 |
+
| **Architecture** | LoRA (Low-Rank Adaptation) |
|
| 60 |
+
| **Resolution** | `1024x1024` |
|
| 61 |
+
| **LoRA Rank** | `16` |
|
| 62 |
+
| **Precision** | FP16 |
|
| 63 |
+
| **Training Steps** | `~500` |
|
| 64 |
+
| **Optimizer** | AdamW with cosine scheduler |
|
| 65 |
+
| **Dataset Focus** | Ana de Armas professional photos and portraits |
|
| 66 |
+
| **Training Emphasis** | Facial features, expressions, and signature look |
|
| 67 |
+
|
| 68 |
+
---
|
| 69 |
+
|
| 70 |
+
## π― Optimal Use Cases
|
| 71 |
+
|
| 72 |
+
- **Portrait Photography**: High-end editorial and fashion portraits
|
| 73 |
+
- **Character Design**: Creating realistic characters for films and games
|
| 74 |
+
- **Artistic Projects**: Creative interpretations and artistic portraits
|
| 75 |
+
- **Fashion & Beauty**: Luxury brand campaigns and beauty imagery
|
| 76 |
+
- **Commercial Design**: Professional headshots and promotional materials
|
| 77 |
+
|
| 78 |
+
---
|
| 79 |
+
|
| 80 |
+
## πΌοΈ Example Prompts
|
| 81 |
+
|
| 82 |
+
### Classic Portrait
|
| 83 |
+
```text
|
| 84 |
+
portrait of Ana de Armas, elegant expression, soft brown eyes, defined cheekbones, natural makeup, long dark hair, professional studio lighting, photorealistic, ultra high resolution, clean background
|
| 85 |
+
```
|
| 86 |
+
|
| 87 |
+
### Glamour Shot
|
| 88 |
+
```text
|
| 89 |
+
glamour portrait of Ana de Armas, confident smile, voluminous dark hair, subtle makeup highlighting her natural features, cinematic lighting, photorealistic, high fashion style, studio background
|
| 90 |
+
```
|
| 91 |
+
|
| 92 |
+
### Natural Beauty
|
| 93 |
+
```text
|
| 94 |
+
natural portrait of Ana de Armas, minimal makeup, authentic expression, soft lighting, brown eyes, Cuban beauty, photorealistic quality, warm color palette, clean composition
|
| 95 |
+
```
|
| 96 |
+
|
| 97 |
+
### Professional Headshot
|
| 98 |
+
```text
|
| 99 |
+
professional headshot of Ana de Armas, business attire, confident expression, soft studio lighting, clean background, photorealistic, corporate style, high resolution
|
| 100 |
+
```
|
| 101 |
+
|
| 102 |
+
### Red Carpet Style
|
| 103 |
+
```text
|
| 104 |
+
red carpet portrait of Ana de Armas, elegant evening makeup, sophisticated hairstyle, glamorous expression, dramatic lighting, photorealistic, high fashion, luxury aesthetic
|
| 105 |
+
```
|
| 106 |
+
|
| 107 |
+
---
|
| 108 |
+
|
| 109 |
+
## βοΈ Recommended Settings
|
| 110 |
+
|
| 111 |
+
| Setting | Value | Description |
|
| 112 |
+
|---------|-------|-------------|
|
| 113 |
+
| **LoRA Weight** | `0.8-1.2` | Optimal balance for feature accuracy |
|
| 114 |
+
| **CFG Scale** | `7-10` | For best prompt adherence and quality |
|
| 115 |
+
| **Steps** | `30-40` | Recommended sampling steps for detail |
|
| 116 |
+
| **Sampler** | `DPM++ 2M Karras` or `Euler a` | Best quality samplers |
|
| 117 |
+
| **Resolution** | `1024x1024` or `768x1024` | Portrait-optimized ratios |
|
| 118 |
+
|
| 119 |
+
---
|
| 120 |
+
|
| 121 |
+
## π¨ Style Keywords
|
| 122 |
+
|
| 123 |
+
### Facial Features
|
| 124 |
+
- `Ana de Armas`
|
| 125 |
+
- `defined cheekbones`
|
| 126 |
+
- `expressive brown eyes`
|
| 127 |
+
- `natural Cuban beauty`
|
| 128 |
+
- `elegant expression`
|
| 129 |
+
- `subtle smile`
|
| 130 |
+
|
| 131 |
+
### Hair & Styling
|
| 132 |
+
- `long dark hair`
|
| 133 |
+
- `voluminous waves`
|
| 134 |
+
- `professional styling`
|
| 135 |
+
- `natural texture`
|
| 136 |
+
- `elegant updo`
|
| 137 |
+
|
| 138 |
+
### Lighting & Quality
|
| 139 |
+
- `cinematic lighting`
|
| 140 |
+
- `photorealistic`
|
| 141 |
+
- `studio lighting`
|
| 142 |
+
- `professional photography`
|
| 143 |
+
- `ultra high resolution`
|
| 144 |
+
- `clean background`
|
| 145 |
+
|
| 146 |
+
### Style Variations
|
| 147 |
+
- `glamour portrait`
|
| 148 |
+
- `natural beauty`
|
| 149 |
+
- `professional headshot`
|
| 150 |
+
- `red carpet style`
|
| 151 |
+
- `editorial fashion`
|
| 152 |
+
|
| 153 |
+
---
|
| 154 |
+
|
| 155 |
+
## π Training Details
|
| 156 |
+
|
| 157 |
+
This LoRA was meticulously trained on a curated collection of high-quality images featuring:
|
| 158 |
+
|
| 159 |
+
- **Professional Photography**: Red carpet events, magazine shoots, and promotional photos
|
| 160 |
+
- **Diverse Expressions**: Range from natural smiles to serious dramatic looks
|
| 161 |
+
- **Multiple Angles**: Front-facing, profile, and three-quarter view portraits
|
| 162 |
+
- **Lighting Variations**: Studio lighting, natural light, and cinematic setups
|
| 163 |
+
- **Style Diversity**: From casual natural looks to high-fashion glamour
|
| 164 |
+
|
| 165 |
+
### Training Process
|
| 166 |
+
- **Data Curation**: Hand-selected high-resolution professional photographs
|
| 167 |
+
- **Image Preprocessing**: Careful cropping and quality enhancement
|
| 168 |
+
- **Caption Generation**: Detailed descriptions focusing on facial features and styling
|
| 169 |
+
- **Model Training**: Fine-tuned with attention to preserving distinctive characteristics
|
| 170 |
+
|
| 171 |
+
---
|
| 172 |
+
|
| 173 |
+
## π Quick Start Guide
|
| 174 |
+
|
| 175 |
+
### Using with Diffusers
|
| 176 |
+
```python
|
| 177 |
+
from diffusers import StableDiffusionXLPipeline
|
| 178 |
+
import torch
|
| 179 |
+
|
| 180 |
+
# Load the base model
|
| 181 |
+
pipe = StableDiffusionXLPipeline.from_pretrained(
|
| 182 |
+
"stabilityai/stable-diffusion-xl-base-1.0",
|
| 183 |
+
torch_dtype=torch.float16,
|
| 184 |
+
use_safetensors=True,
|
| 185 |
+
variant="fp16"
|
| 186 |
+
)
|
| 187 |
+
|
| 188 |
+
# Load the Ana de Armas LoRA
|
| 189 |
+
pipe.load_lora_weights("yourusername/ANA_DE_ARMAS_LORA")
|
| 190 |
+
pipe = pipe.to("cuda")
|
| 191 |
+
|
| 192 |
+
# Generate an image
|
| 193 |
+
prompt = "portrait of Ana de Armas, elegant expression, professional studio lighting, photorealistic"
|
| 194 |
+
negative_prompt = "blurry, low quality, distorted, cartoon"
|
| 195 |
+
|
| 196 |
+
image = pipe(
|
| 197 |
+
prompt=prompt,
|
| 198 |
+
negative_prompt=negative_prompt,
|
| 199 |
+
num_inference_steps=35,
|
| 200 |
+
guidance_scale=8.5,
|
| 201 |
+
width=1024,
|
| 202 |
+
height=1024
|
| 203 |
+
).images[0]
|
| 204 |
+
|
| 205 |
+
image.save("ana_portrait.png")
|
| 206 |
+
```
|
| 207 |
+
|
| 208 |
+
### Using with ComfyUI
|
| 209 |
+
1. **Download**: Get the LoRA weights file (.safetensors)
|
| 210 |
+
2. **Installation**: Place in `ComfyUI/models/loras/` directory
|
| 211 |
+
3. **Workflow**: Add "Load LoRA" node to your workflow
|
| 212 |
+
4. **Configuration**: Set LoRA weight between 0.8-1.2
|
| 213 |
+
5. **Generation**: Use the recommended prompts and settings
|
| 214 |
+
|
| 215 |
+
### Using with Automatic1111
|
| 216 |
+
1. **Download**: Place LoRA file in `models/Lora/` folder
|
| 217 |
+
2. **Activation**: Use `<lora:ANA_DE_ARMAS_LORA:0.9>` in your prompt
|
| 218 |
+
3. **Settings**: CFG Scale 7-9, Steps 30-40
|
| 219 |
+
4. **Generate**: Combine with detailed prompts for best results
|
| 220 |
+
|
| 221 |
+
---
|
| 222 |
+
|
| 223 |
+
## π‘ Pro Tips
|
| 224 |
+
|
| 225 |
+
### For Best Results
|
| 226 |
+
- **Combine Keywords**: Use multiple descriptive terms for better accuracy
|
| 227 |
+
- **Lighting Control**: Specify lighting type for desired mood
|
| 228 |
+
- **Expression Details**: Include specific emotions or expressions
|
| 229 |
+
- **Background Choice**: Use "clean background" or specify desired setting
|
| 230 |
+
|
| 231 |
+
### Common Issues & Solutions
|
| 232 |
+
- **Too Strong**: Reduce LoRA weight to 0.6-0.8
|
| 233 |
+
- **Not Accurate Enough**: Increase weight to 1.0-1.2
|
| 234 |
+
- **Blurry Results**: Increase sampling steps to 40+
|
| 235 |
+
- **Over-stylized**: Lower CFG scale to 6-7
|
| 236 |
+
|
| 237 |
+
---
|
| 238 |
+
|
| 239 |
+
## β οΈ Important Notes
|
| 240 |
+
|
| 241 |
+
### Ethical Considerations
|
| 242 |
+
- **Respectful Use**: This model should be used respectfully and ethically
|
| 243 |
+
- **No Deepfakes**: Do not use for creating misleading or harmful content
|
| 244 |
+
- **Privacy Respect**: Consider the subject's privacy and dignity
|
| 245 |
+
- **Platform Guidelines**: Follow all platform terms of service
|
| 246 |
+
|
| 247 |
+
### Legal Compliance
|
| 248 |
+
- **Fair Use**: Ensure usage complies with fair use principles
|
| 249 |
+
- **Commercial Use**: Check licensing for commercial applications
|
| 250 |
+
- **Attribution**: Consider crediting when sharing generated content
|
| 251 |
+
|
| 252 |
+
---
|
| 253 |
+
|
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## π Version History
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| 255 |
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| 256 |
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### v1.0 (Current)
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- Initial release with core facial features
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- Optimized for portrait photography
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- Supports multiple angles and expressions
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- High-quality photorealistic output
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+
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### Planned Updates
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+
- **v1.1**: Enhanced expression variety
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| 264 |
+
- **v1.2**: Improved clothing and styling options
|
| 265 |
+
- **v1.3**: Better integration with various backgrounds
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| 266 |
+
|
| 267 |
+
---
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| 268 |
+
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+
## π Technical Details
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| 270 |
+
|
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+
### Architecture
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| 272 |
+
- **Base**: Stable Diffusion XL 1.0
|
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+
- **Adaptation**: Low-Rank Adaptation (LoRA)
|
| 274 |
+
- **Rank**: 16 (balanced quality/efficiency)
|
| 275 |
+
- **Alpha**: 16 (optimal feature preservation)
|
| 276 |
+
|
| 277 |
+
### Performance
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| 278 |
+
- **Memory Usage**: ~2GB VRAM additional
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| 279 |
+
- **Generation Speed**: ~30 seconds per image (RTX 4090)
|
| 280 |
+
- **Quality**: Near-photographic realism
|
| 281 |
+
- **Consistency**: High accuracy across generations
|
| 282 |
+
|
| 283 |
+
---
|
| 284 |
+
|
| 285 |
+
## π Gallery
|
| 286 |
+
|
| 287 |
+
*Example generations showcasing the model's capabilities:*
|
| 288 |
+
|
| 289 |
+
- **Portrait 1**: Classic studio portrait with soft lighting
|
| 290 |
+
- **Portrait 2**: Natural outdoor lighting with elegant expression
|
| 291 |
+
- **Portrait 3**: Glamour shot with dramatic makeup and styling
|
| 292 |
+
- **Portrait 4**: Professional headshot for corporate use
|
| 293 |
+
|
| 294 |
+
---
|
| 295 |
+
|
| 296 |
+
## π€ Community & Support
|
| 297 |
+
|
| 298 |
+
### Getting Help
|
| 299 |
+
- **Issues**: Report bugs via the model repository
|
| 300 |
+
- **Questions**: Join community discussions
|
| 301 |
+
- **Feedback**: Share your generations and improvements
|
| 302 |
+
- **Collaborations**: Open to community contributions
|
| 303 |
+
|
| 304 |
+
### Connect
|
| 305 |
+
- **Repository**: [Model Page](https://huggingface.co/yourusername/ANA_DE_ARMAS_LORA)
|
| 306 |
+
- **Community**: Hugging Face Discussions
|
| 307 |
+
- **Updates**: Follow for model improvements and new versions
|
| 308 |
+
|
| 309 |
+
---
|
| 310 |
+
|
| 311 |
+
## π License & Attribution
|
| 312 |
+
|
| 313 |
+
This model is released under the **CreativeML Open RAIL-M License**.
|
| 314 |
+
|
| 315 |
+
**Please ensure ethical and respectful use of this technology.**
|
| 316 |
+
|
| 317 |
+
---
|
| 318 |
+
|
| 319 |
+
**Created with β€οΈ for the AI Art Community**
|
| 320 |
+
*Bringing photorealistic portrait generation to new heights*
|
| 321 |
+
|
| 322 |
+
---
|
| 323 |
+
|
| 324 |
+
## π·οΈ Tags
|
| 325 |
+
`#LoRA` `#StableDiffusion` `#AnadeArmas` `#Portrait` `#Photorealistic` `#Celebrity` `#AI` `#GenerativeAI` `#ComputerVision` `#MachineLearning`
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