Add phase-decomposition dataset (motion + text h5, norm stats)
Browse files- README.md +106 -0
- motion_norm_stats.npz +3 -0
- socialstructure_hhi_motion_test.h5 +3 -0
- socialstructure_hhi_motion_train.h5 +3 -0
- socialstructure_hhi_motion_val.h5 +3 -0
- socialstructure_hhi_text.h5 +3 -0
README.md
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---
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license: other
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task_categories:
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- other
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tags:
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- human-motion
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- human-human-interaction
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- motion-capture
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- phase-decomposition
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pretty_name: SocialStructureHHI Phase-Decomposition Dataset
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---
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# SocialStructureHHI — Phase-Decomposition Dataset
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Phase-decomposed two-person interaction data used to train **SocialStructureHHI**
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(*Social Structure Matters in 3D Human–Human Interaction Generation*). Derived from
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**Inter-X** (`ix`) and **InterHuman** (`ih`); each multi-person sequence is segmented into
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ordered **phases**, and each phase carries per-actor motion and per-actor text.
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## Files
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| file | content |
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|------|---------|
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| `socialstructure_hhi_motion_train.h5` | per phase-actor motion samples (train) |
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| `socialstructure_hhi_motion_val.h5` | per phase-actor motion samples (val) |
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| `socialstructure_hhi_motion_test.h5` | per phase-actor motion samples (test) |
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| `socialstructure_hhi_text.h5` | per-sequence phase decomposition (text) |
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| `motion_norm_stats.npz` | per-dim mean/std over the train split (201-dim) |
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Outlier phases (>300 frames) are already excluded; only valid samples are packed.
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## Motion `.h5` layout
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```
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/<phase_id>_<actor> e.g. "IH_1008_phase000_P1"
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attrs: sequence_id, phase_id, actor_id, dataset {ix|ih}, phase_type,
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interaction_category, phase_len_bucket, t_start, t_end,
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phase_text, global_text
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datasets:
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target_motion_local [W, 201] the actor's motion for this phase
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seq_mask [W] True = real frame, False = padding
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contact_frame_mask [W] True = contact frame
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prefix_mask [W] True = read-only overlap (inpaint) frame
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self_history_local [10, 201] actor's 10-frame history prefix
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partner_history_local [10, 201] partner's 10-frame history
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partner_prev_local [W, 201] partner motion, previous phase (ego frame)
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partner_curr_local [W, 201] partner motion, current phase (ego frame)
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partner_prev_seq_mask [W]
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partner_curr_seq_mask [W]
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partner_prev_time_ids [W+10]
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partner_curr_time_ids [W+10]
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initial_frame [201] actor's first frame (ego frame)
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partner_initial_frame [201] partner's first frame, in actor ego frame
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```
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**Motion layout (201-dim/frame):** root translation (3) + root 6D rotation (6) +
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21 body-joint 6D rotations (126) + 22 forward-kinematics joint positions, root-relative (66).
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`W` is the per-phase duration bucket ∈ `{30,60,90,120,150,180,240,300}` @ 30 fps. All motion
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is in the actor's ego-centric frame.
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## Text `.h5` layout
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```
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/<split>/<seq_id>
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attrs: dataset {ix|ih}, global_text
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/<phase_key> e.g. "phase000"
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attrs: p1_action, p2_action, phase_type
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dataset: frame_range [2] (start, end) in the source sequence
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```
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## Loading
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```python
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import h5py, numpy as np
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with h5py.File("socialstructure_hhi_motion_val.h5") as f:
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g = f["IH_1008_phase000_P1"]
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motion = g["target_motion_local"][:] # [W, 201]
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text = g.attrs["phase_text"]
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print(g.attrs["phase_type"], motion.shape, text)
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stats = np.load("motion_norm_stats.npz") # mean[201], std[201]
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```
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## Links
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- 📄 Paper: https://arxiv.org/abs/2606.24255
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- 💻 Code: https://github.com/EngineeringAI-LAB/SocialStructureHHI
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- 🌐 Project page: https://engineeringai-lab.github.io/SocialStructureHHI/
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- 🤗 Model: https://huggingface.co/EngineeringAI-LAB/SocialStructure
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## Source datasets & citation
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Built on [Inter-X](https://liangxuy.github.io/inter-x/) and
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[InterHuman](https://tr3e.github.io/intergen-page/); please also cite the original datasets.
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```bibtex
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@misc{wang2026socialstructure,
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title = {Social Structure Matters in 3D Human--Human Interaction Generation},
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author = {Zhongju Wang and Beier Wang and Yatao Bian and Pichao Wang and Zhi Wang
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and Daoyi Dong and Hongdong Li and Huadong Mo and Zhenhong Sun},
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year = {2026},
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eprint = {2606.24255},
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archivePrefix = {arXiv},
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primaryClass = {cs.CV}
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}
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```
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motion_norm_stats.npz
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version https://git-lfs.github.com/spec/v1
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oid sha256:748f4908ec29788a844271c45e6cffed02d74ca6838bd973f6c71a053d7d0d00
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size 1985
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socialstructure_hhi_motion_test.h5
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version https://git-lfs.github.com/spec/v1
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size 841266781
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socialstructure_hhi_motion_train.h5
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version https://git-lfs.github.com/spec/v1
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size 5014513731
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socialstructure_hhi_motion_val.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:49ac3e1fbc9a5052f30a3dc5374859a0c0634f33091eac01891fdb38273cb602
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size 307241245
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socialstructure_hhi_text.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:03be6faf108ed20807588320fc8b2d7ea8da95da0ebb31b14624d57044518317
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size 77764744
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