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- ---
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- license: cc-by-nc-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-nc-4.0
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+ ---
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+ # GestureHYDRA: Semantic Co-speech Gesture Synthesis via Hybrid Modality Diffusion Transformer and Cascaded-Synchronized Retrieval-Augmented Generation.ICCV 2025
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+
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+
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+ ## Dataset description
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+ - The Streamer dataset we proposed consists of 281 anchors and 20,969 clips of data.
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+ - The training set contains 19,051 clips of data and 269 anchors.
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+ - The seen test set contains 920 clips of data, where the anchor ID has appeared in the training set.
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+ - The unseen test set contains 998 clips of data, where the anchor ID has never appeared in the training set.
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+
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+ ## Dataset structure
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+ The dataset contains three folders: *train*, *test_seen*, *test_unseen*. Let's *train* train as an example for introduction.
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+
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+ ```plaintext
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+ -train/
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+ ├── audios/
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+ │ ├── {anchor_id}/
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+ │ │ └── {video_name_md5}/
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+ │ │ └── {start_time}_{end_time}.wav
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+ ├── gestures/
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+ │ ├── {anchor_id}/
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+ │ │ └── {video_name_md5}/
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+ │ │ └── {start_time}_{end_time}.pkl
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+ ```
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+ The audio data in the audios folder corresponds one-to-one with the human motion data in the gestures folder.
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+
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+
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+ Data contained in the pkl file:
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+ - width, height: the video width and height
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+ - center: the center point of the video
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+ - batch_size: the sequence length
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+ - camera_transl: the displacement of the camera
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+ - focal_length: the pixel focal length of a camera
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+ - body_pose_axis: (bs, 21x3)
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+ - jaw_pose: (bs,3)
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+ - betas: (1,10)
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+ - global_orient: (bs,3)
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+ - transl: (bs,3)
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+ - left_hand_pose: (bs,15x3)
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+ - right_hand_pose: (bs,15x3)
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+ - leye_pose: (bs,3)
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+ - reye_pose: (bs,3)
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+ - pose_embedding: (bs,32)