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  1. README.md +6 -12
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@@ -53,15 +53,6 @@ This edition is optimized for **ZeroGPU Spaces** — efficient, on-demand GPU ex
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  | **Rembg 2.x** | Background removal |
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  | **Pillow / OpenCV / Torch** | Image processing + GPU acceleration |
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- ---
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-
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- ## 🖥️ UI Preview
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-
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- | Upload → Choose → Generate |
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- |-----------------------------|
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- | ![FaceForge AI UI Preview](assets/faceforge_ui_demo.png) |
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-
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- > _Example UI layout with independent buttons for Background Remover, Passport, and Avatar generation._
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  ---
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@@ -71,19 +62,22 @@ This edition is optimized for **ZeroGPU Spaces** — efficient, on-demand GPU ex
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  ```bash
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  git clone https://github.com/agentofAI/FaceForgeAI.git
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  cd FaceForgeAI_ZeroGPU
 
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  ### 2️⃣ Install Dependencies
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-
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  pip install -r requirements.txt
 
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  ### 3️⃣ Run Locally
 
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  python app.py
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-
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  Open the local Gradio URL (typically http://127.0.0.1:7860) in your browser.
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  ---
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- Avatar Prompt Presets
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  Style Label Prompt
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  🎬 Cinematic Portrait highly detailed, digital portrait, professional lighting, cinematic style, artistic AI avatar
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  🎨 Stylized Realism stylized yet realistic portrait, balanced lighting, subtle gradient background, sharp
 
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  | **Rembg 2.x** | Background removal |
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  | **Pillow / OpenCV / Torch** | Image processing + GPU acceleration |
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  ---
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  ```bash
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  git clone https://github.com/agentofAI/FaceForgeAI.git
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  cd FaceForgeAI_ZeroGPU
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+ ```
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  ### 2️⃣ Install Dependencies
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+ ```bash
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  pip install -r requirements.txt
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+ ```
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  ### 3️⃣ Run Locally
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+ ```bash
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  python app.py
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+ ```
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  Open the local Gradio URL (typically http://127.0.0.1:7860) in your browser.
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  ---
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+ ## 🎨 Avatar Prompt Presets
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  Style Label Prompt
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  🎬 Cinematic Portrait highly detailed, digital portrait, professional lighting, cinematic style, artistic AI avatar
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  🎨 Stylized Realism stylized yet realistic portrait, balanced lighting, subtle gradient background, sharp