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README.md
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The dataset consists of video clips featuring individuals expressing various emotions. Each video is paired with a conversational prompt that asks the model to determine the emotion conveyed. This structure pushes models to integrate visual, auditory, and textual information to make a correct assessment, moving beyond simple text-based sentiment analysis.
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- **Modalities:** Video, Text, Audio
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The dataset consists of video clips featuring individuals expressing various emotions. Each video is paired with a conversational prompt that asks the model to determine the emotion conveyed. This structure pushes models to integrate visual, auditory, and textual information to make a correct assessment, moving beyond simple text-based sentiment analysis.
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## 📦 Dataset
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To use this benchmark, **please first download the original video files and corresponding annotation `.json` files** from the link below:
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<a href="https://drive.google.com/file/d/1ohQWGJOuJVN3-uOeEifA3C0tMaadYe_K/view?usp=sharing"><img src="https://img.shields.io/badge/Dataset-Google%20Drive-green.svg" alt="Dataset Google Drive"/></a>
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Each JSON file contains conversation-style prompts and labels aligned with the corresponding video clips. The structure looks like:
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```json
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[
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{
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"id": "0",
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"video": "videos/ch-simsv2s/aqgy4_0004/00023.mp4",
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"conversations": [
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{
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"from": "human",
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"value": "<video>\nThe person in the video says: ... Determine the emotion conveyed..."
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},
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{
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"from": "gpt",
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"value": "negative"
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}
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]
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}
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]
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```
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### 📁 Dataset Structure
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```bash
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EmoBench-M/
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├── benchmark_json/ # JSON files containing metadata and annotations for each dataset
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│ ├── FGMSA.json # Test instructions for the FGMSA dataset
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│ ├── MC-EIU.json # 500-sample test set for the MC-EIU dataset
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│ ├── MELD.json # Test instructions for the MELD dataset
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│ ├── MOSEI.json # 500-sample test set for the MOSEI dataset
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│ ├── MOSI.json # 500-sample test set for the MOSI dataset
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│ ├── MUSTARD.json # 500-sample test set for the MUSTARD dataset
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│ ├── RAVDSS_song.json # 500-sample test set for the RAVDSS song subset
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│ ├── RAVDSS_speech.json # 500-sample test set for the RAVDSS speech subset
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│ ├── SIMS.json # 500-sample test set for the SIMS dataset
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│ ├── ch-simsv2s.json # 500-sample test set for the Chinese SIMS v2s dataset
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│ ├── funny.json # Test instructions for the UR-FUNNY dataset
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│ ├── mer2023.json # Test instructions for the MER2023 dataset
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│ └── smile.json # Test data for the SMILE dataset
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└── dataset/ # Corresponding video files for each dataset
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├── FGMSA/
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│ └── videos/
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│ └── FGMSA/ # Video files for the FGMSA dataset
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├── MC-EIU/
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│ └── videos/
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│ └── MC-EIU/ # Video files for the MC-EIU dataset
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├── MELD/
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│ └── videos/
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│ └── MELD/ # Video files for the MELD dataset
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├── MOSEI/
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│ └── videos/
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│ └── MOSEI/ # Video files for the MOSEI dataset
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├── MOSI/
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│ └── videos/
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│ └── MOSI/ # Video files for the MOSI dataset
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├── MUSTARD/
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│ └── videos/
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│ └── MUSTARD/ # Video files for the MUSTARD dataset
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├── RAVDSS_song/
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│ └── videos/
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│ └── RAVDSS/ # Video files for the RAVDSS song subset
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├── RAVDSS_speech/
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│ └── videos/
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│ └── RAVDSS/ # Video files for the RAVDSS speech subset
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├── SIMS_test/
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│ └── videos/
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│ └── SIMS/ # Video files for the SIMS dataset
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├── ch-simsv2s/
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│ └── videos/
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│ └── ch-simsv2s/ # Video files for the Chinese SIMS v2s dataset
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├── funny/
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│ └── videos/
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│ └── UR-FUNNY/ # Video files for the UR-FUNNY dataset
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├── mer2023/
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│ └── videos/
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│ └── MER2023/ # Video files for the MER2023 dataset
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└── smile/
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└── videos/
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└── SMILE/ # Video files for the SMILE dataset
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```
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📂 Dtat Structure Overview
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- benchmark_json/: Contains JSON files with metadata and annotations for each dataset, including test instructions and sample information.
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- dataset/: Corresponding video files for each dataset, organized into subdirectories named after each dataset.
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