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Co-authored-by: Luchao Qi <luchaoqi@users.noreply.huggingface.co>

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+ ---
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+ license: mit
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+ ---
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+ # TalkingHeadBench
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+
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+ ## Overview
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+
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+ The **TalkingHeadBench(THB)** is a curated dataset designed to support the training and evaluation of deepfake detection models, especially in audio-visual and cross-method generalization scenarios. It includes synthetic videos generated using six modern face animation techniques:
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+
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+ - **LivePortrait**
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+ - **AniPortraitAudio**
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+ - **AniPortraitVideo**
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+ - **Hallo**
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+ - **Hallo2**
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+ - **EmoPortrait**
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+
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+ Each video is named using the format:
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+
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+ [image]--[driving_signals]--[generation_method].mp4
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+
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+ - `image`: identity image from **FFHQ**
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+ - `driving_signals`: facial motion and optionally audio from **CelebV-HQ**
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+ - `generation_method`: the name of the generator used
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+
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+ ## Dataset Structure
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+
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+ ```
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+ TalkingHeadBench/
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+ ├── fake/
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+ │ ├── [generator_name]/[split]/*.mp4
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+ │ ├── additional_dataset/[generator_name]/*.mp4 # Additional evaluation-only dataset generated using MAGI-1 and Hallo3.
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+ ├── audio/
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+ │ ├── fake/*.wav # From CelebV-HQ driving signals
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+ │ ├── ff++/*.wav # From FaceForensics++ YouTube videos
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+ ├── true/
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+ │ ├── true_dataset_split.json # Filenames of true (non-deepfake) videos collected from CelebV-HQ and FaceForensics++
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+
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+ ```
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+
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+ - Each generator has three splits: `train`, `val`, and `test`
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+ - Training and testing sets come from **disjoint identity pools**
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+ - ~300 fake videos per generator are used for training
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+ - 50 videos per generator are held out as validation
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+ - Testing uses entirely unseen identities
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+
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+ ## True Dataset
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+ - For training and evaluating purposes, we added true (non-deepfake) videos to the process at an approximately 1:1 ratio
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+ - We used CelebV-HQ and FaceForensics++ (`faceforensics++/original_sequences/youtube/raw/videos`) for our source of true videos
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+ - All the true videos are checked against both driving signals and images to ensure no id leakage.
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+
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+ ## Audio Details
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+
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+ - **Fake Audio** (`audio/fake/`): Extracted from the CelebV-HQ videos that drove the generation.
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+ - **True Audio** (`audio/ff++/`): Original audio from the FaceForensics++ YouTube videos, named as `xxx.wav` (three-digit index).
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+ - Maps directly to: `faceforensics++/original_sequences/youtube/raw/videos`
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+ - We provide 704 audio clips out of 1000, due to public unavailability of some videos.
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+
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+ ## Applications
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+
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+ - Audio-visual deepfake detection
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+ - Modality-specific detection (audio-only or video-only)
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+ - Cross-generator generalization testing
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+ - Audio-video consistency evaluation
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+
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+ ## Licensing and Attribution
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+
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+ Please ensure compliance with the original licenses:
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+
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+ - [FFHQ License](https://github.com/NVlabs/ffhq-dataset#license)
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+ - [CelebV-HQ License](https://github.com/CelebV-HQ/CelebV-HQ#license)
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+ - [FaceForensics++ License](https://github.com/ondyari/FaceForensics#license)
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+
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+ ## Citation
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+
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+ If you use this dataset in your research, please cite the relevant original sources (FFHQ, CelebV-HQ, FaceForensics++) and this repository.
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