---
license: apache-2.0
language:
  - en
tags:
  - co-speech-gesture
  - smplx
  - smplx-flame
  - beat2
  - beatx
  - miburi
  - rag-gesture
  - discourse-relations
  - prominence
  - whisper-transcription
size_categories:
  - 1K<n<10K
pretty_name: "BEAT2-English + additional annotations (RAG-Gesture / MIBURI)"
---

# BEAT2 Official Release + Additional Annotations

This is a fork of [`H-Liu1997/BEAT2`](https://huggingface.co/datasets/H-Liu1997/BEAT2)
that adds annotations contributed by the
[**RAG-Gesture**](https://vcai.mpi-inf.mpg.de/projects/RAG-Gesture/) (CVPR 2025)
and [**MIBURI**](https://vcai.mpi-inf.mpg.de/projects/MIBURI/) (CVPR 2026) projects.
The base BEAT2-English data (motion, audio, TextGrids, semantic labels,
pretrained motion-autoencoder weights) is inherited verbatim from upstream;
the additional annotations from RAG-Gesture and MIBURI are pushed on top.

## Citations

If you use **only** the original BEAT2 dataset, please cite the original BEAT/EMAGE paper:

```bibtex
@inproceedings{liu2024emage,
  title={Emage: Towards unified holistic co-speech gesture generation via expressive masked audio gesture modeling},
  author={Liu, Haiyang and Zhu, Zihao and Becherini, Giorgio and Peng, Yichen and Su, Mingyang and Zhou, You and Zhe, Xuefei and Iwamoto, Naoya and Zheng, Bo and Black, Michael J},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={1144--1154},
  year={2024}
}
```

If you use the **additional annotations of discourse relations** (`discourse_rels/`)
or **prominence** (`prom/`), please also cite RAG-Gesture:

```bibtex
@inproceedings{mughal2025retrieving,
  title={Retrieving semantics from the deep: an rag solution for gesture synthesis},
  author={Mughal, M Hamza and Dabral, Rishabh and Scholman, Merel CJ and Demberg, Vera and Theobalt, Christian},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={16578--16588},
  year={2025}
}
```

If you use the **25 fps SMPL-X + FLAME** (`smplxflame_25/`), please consider citing MIBURI:

```bibtex
@InProceedings{mughal2026miburi,
    title={MIBURI: Towards Expressive Interactive Gesture Synthesis},
    author={M. Hamza Mughal and Rishabh Dabral and Vera Demberg and Christian Theobalt},
    booktitle={Computer Vision and Pattern Recognition (CVPR)},
    year={2026}
}
```

## Contents

Original BEAT2-English dataset (inherited from upstream `H-Liu1997/BEAT2`):

- `smplxflame_30/` — SMPL-X body + FLAME expressions at 30 fps
- `textgrid/` — phoneme + word TextGrid alignments
- `wave16k/` — 16 kHz mono audio
- emotion label
- `sem/` — semantic annotation
- `weights/` — pretrained CNN-based motion autoencoders for BEAT (used by the FGD metric)

New data annotations by the RAG-Gesture & MIBURI projects (pushed in this fork):

- `discourse_rels/` — discourse relations (RAG-Gesture)
- `prom/` — prominence values (RAG-Gesture)
- `smplxflame_25/` — 25 fps version of the 30 fps SMPL-X + FLAME body (MIBURI)
- `whisper_transcription/` — Whisper transcripts that recover casing and
  punctuation that the upstream TextGrid normalization removed (MIBURI)

## License

This repository carries the upstream **Apache 2.0** license from
[`H-Liu1997/BEAT2`](https://huggingface.co/datasets/H-Liu1997/BEAT2). The
RAG-Gesture and MIBURI annotations are released under the same Apache 2.0
license for ease of downstream reuse.

## Missing Data

These takes are missing from the original BEAT2-English release; the fork
inherits that gap:

```
9_miranda_0_1_8
15_carlos_0_6_6, 15_carlos_0_12_12
21_ayana_0_1_8
6_carla_0_1_48
23_hailing_0_73_74
25_goto_0_1_1, 25_goto_0_5_5
```

## Speaker Name

```python
lut = {
    "wayne": 1,
    "scott": 2,
    "kieks": 10,
    "nidal": 11,
    "lu": 13,
    "zhao": 12,
    # "zhang": 14,
    "carlos": 15,
    "jorge": 16,
    "itoi": 17,
    "daiki": 18,
    # "jaime": 19,
    "li": 20,
    "ayana": 21,
    "luqi": 22,
    "hailing": 23,
    "kexin": 24,
    "goto": 25,
    # "reamey": 26,
    "yingqing": 27,
    "tiffnay": 28,
    # "hanieh": 29,
    "katya": 30,
    "solomon": 3,
    "lawrence": 4,
    "stewart": 5,
    "carla": 6,
    "sophie": 7,
    # "catherine": 8,
    "miranda": 9,
}
```