[update] readme

README.md

@@ -105,7 +105,7 @@ Professional-grade audio generation with crystal clarity
 
 ## 📄 **Abstract**
 
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 **🚀 Tencent Hunyuan** proudly open-sources **HunyuanVideo-Foley** - an end-to-end video sound effect generation model! 
 
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 **🎬 Multi-scenario Audio-Visual Synchronization**  
 Supports generating high-quality audio that is synchronized and semantically aligned with complex video scenes, enhancing realism and immersive experience for film/TV and gaming applications.
 
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 **⚖️ Multi-modal Semantic Balance**  
 Intelligently balances visual and textual information analysis, comprehensively orchestrates sound effect elements, avoids one-sided generation, and meets personalized dubbing requirements.
 
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 **🎵 High-fidelity Audio Output**  
 Self-developed 48kHz audio VAE perfectly reconstructs sound effects, music, and vocals, achieving professional-grade audio generation quality.
@@ -140,7 +140,7 @@ Self-developed 48kHz audio VAE perfectly reconstructs sound effects, music, and
 
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 **🏆 SOTA Performance Achieved**
 
@@ -168,7 +168,7 @@ Self-developed 48kHz audio VAE perfectly reconstructs sound effects, music, and
 
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 The **TV2A (Text-Video-to-Audio)** task presents a complex multimodal generation challenge requiring large-scale, high-quality datasets. Our comprehensive data pipeline systematically identifies and excludes unsuitable content to produce robust and generalizable audio generation capabilities.
 
@@ -183,7 +183,7 @@ The **TV2A (Text-Video-to-Audio)** task presents a complex multimodal generation
 
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 **HunyuanVideo-Foley** employs a sophisticated hybrid architecture:
 
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 #### **Step 2: Environment Setup**
 
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 💡 **Tip**: We recommend using [Conda](https://docs.anaconda.com/free/miniconda/index.html) for Python environment management.
 
@@ -289,7 +289,7 @@ pip install -r requirements.txt
 
 #### **Step 3: Download Pretrained Models**
 
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 🔗 **Download Model weights from Huggingface**  
 ```bash
@@ -309,7 +309,7 @@ huggingface-cli download tencent/HunyuanVideo-Foley
 
 ### 🎬 **Single Video Generation**
 
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 Generate Foley audio for a single video file with text description:
 
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 ### 📂 **Batch Processing**
 
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 Process multiple videos using a CSV file with video paths and descriptions:
 
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 ### 🌐 **Interactive Web Interface**
 
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 Launch a user-friendly Gradio web interface for easy interaction:
 
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 python3 gradio_app.py
 ```
 
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 *🚀 Then open your browser and navigate to the provided local URL to start generating Foley audio!*
 
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 ## 📚 **Citation**
 
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 If you find **HunyuanVideo-Foley** useful for your research, please consider citing our paper: