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README.md
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---
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title: Synthesis SER
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emoji: ποΈ
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colorFrom: purple
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colorTo: blue
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sdk: static
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app_port: 7860
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pinned: false
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license: apache-2.0
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---
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# Synthesis SER Dataset
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## Overview
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This dataset contains **synthetic speech audio files** for Speech Emotion Recognition (SER) training, specifically designed for training the **emotion2vec** model. The data is generated using two state-of-the-art TTS systems: **CosyVoice2** and **Kimi-Audio**.
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## Paper
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If you use this dataset, please cite our paper:
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```
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https://arxiv.org/pdf/2603.16483
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```
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## Dataset Structure
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Each subdirectory corresponds to a source emotional speech dataset and contains synthetic data generated using both TTS engines:
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| Subdirectory | Source | TTS Engines | # WAV Files |
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|-------------|--------|-------------|-------------|
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| `CREMA_D_SYN.tar.gz` | CREMA-D | CosyVoice2 + Kimi-Audio | 2,236 |
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| `IEMOCAP_SYN.tar.gz` | IEMOCAP | CosyVoice2 + Kimi-Audio | 3,570 |
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| `LLM_DATA_SYN.tar.gz` | LLM_DATA | CosyVoice2 + Kimi-Audio | 3,155 |
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| `RAVDESS_SYN.tar.gz` | RAVDESS | CosyVoice2 + Kimi-Audio | 12 |
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| `SAVEE_SYN.tar.gz` | SAVEE | CosyVoice2 + Kimi-Audio | 124 |
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| `TESS_SYN.tar.gz` | TESS | CosyVoice2 + Kimi-Audio | 12,397 |
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### Internal Structure
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Each tar.gz contains:
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```
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βββ cosyvoice2/
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β βββ train/
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β β βββ *.wav
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β β βββ train.json
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β βββ test/
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β βββ *.wav
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β βββ test.json
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βββ kimi-audio/
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βββ train/
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β βββ *.wav
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β βββ train.json
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βββ test/
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βββ *.wav
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βββ test.json
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```
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Each `train.json` / `test.json` contains metadata:
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```json
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{
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"emotion": "angry",
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"wav_path": "..."
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}
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```
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### Supported Emotions
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- angry
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- disgust
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- fearful
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- happy
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- neutral
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- sad
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- surprised
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## Real Data Sources
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Since the real emotional speech data is publicly available, we only host the **synthetic** data on HuggingFace. If you need the **real** data for research, please download from the original sources:
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| Dataset | Kaggle Link |
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|---------|-------------|
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| IEMOCAP | https://www.kaggle.com/datasets/samuelsamsudinng/iemocap-emotion-speech-database |
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| RAVDESS | https://www.kaggle.com/datasets/uwrfkaggler/ravdess-emotional-speech-audio |
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| RAVDESS_SONG | https://www.kaggle.com/datasets/uwrfkaggler/ravdess-emotional-song-audio |
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| SAVEE | https://www.kaggle.com/datasets/ejlok1/surrey-audiovisual-expressed-emotion-savee |
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| TESS | https://www.kaggle.com/datasets/ejlok1/toronto-emotional-speech-set-tess |
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| MELD | https://www.kaggle.com/datasets/zaber666/meld-dataset |
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| CREMA-D | https://www.kaggle.com/datasets/ejlok1/cremad |
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## Usage
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```python
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from huggingface_hub import hf_hub_download
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# Download and extract a dataset
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repo_id = "ak0255/Synthesis_SER"
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filename = "SAVEE_SYN.tar.gz"
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path = hf_hub_download(repo_id=repo_id, filename=filename, repo_type="dataset")
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```
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## License
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Apache 2.0
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