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Β·
Cheng Wang
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+

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-
## News and Updates
+- *More info is coming soonβ¦*
- **03/2023**: Initial release of the visualization Tool ([SMPL-Scene Viewer](https://github.com/climbingdaily/SMPL-Scene-Viewer)) (v1.0)
+
+
+
+
+## Dataset
+- 15 sequences of 12 human subjects in
+- 10 scenes in urban environments (1k β 30k π^2)
+- 100k+ frames multi-source data (20 Hz)
+- including 2D / 3D annotations and 3D scenes;
+7 km+ human motions.
+
+*Every human subject signed permission to release their motion data for research purposes.*
+
+


+
+### Dataset breakdown
+| Num | Sequence | Traj. length ($m$) | Area size ($m^2$) | Frames | Motions |
+| --- | ------------ | ---------------- | ---------------- | ------ | -------------------------------------------- |
+| 001 | campus_001 | 908 | 13,400 | 16,202 | Jogging downhill, tying shoelaces, jumping |
+| 002 | football_002 | 221 | 200 | 4,665 | Juggling, passing, and shooting a football |
+| 003 | street_002 | 291 | 1,600 | 6,496 | Taking photos, putting on/taking off a bag |
+| 004 | library_001 | 440 | 2,300 | 9,949 | Borrowing books, reading, descending stairs |
+| 005 | library_002 | 474 | 2,300 | 8,901 | Looking up, reading, returning a book |
+| 006 | library_003 | 477 | 2,300 | 8,386 | Admiring paintings, throwing rubbish, greeting |
+| 007 | garden_001 | 217 | 3,000 | 5,994 | Raising hand, sitting on bench, going upstairs |
+| 008 | running_001 | 392 | 8,500 | 2,000 | Running |
+| 009 | running_002 | 985 | 30,000 | 8,113 | Running |
+| 010 | park_001 | 642 | 9,300 | 12,445 | Visiting a park, walking up a small hill |
+| 011 | park_002 | 1,025 | 11,000 | 1,000 | Buying drinks, trotting, drinking |
+| 012 | square_001 | 264 | 3,200 | 6,792 | Making phone calls, waving, drinking |
+| 013 | sunlightRock001 | 386 | 1,900 | 10,116 | Climbing stairs, taking photos, walking |
+| 014 | garden_002 | 209 | 4,200 | 5,604 | Stooping, crossing a bridge, sitting cross-legged |
+| 015 | plaza_001 | 365 | 2,700 | 7,989 | Admiring sculptures, eating
+
+### **File structure**
+``` bash
+βββ seq{Num}_{Sequence}/
+| βββ lidar_data/
+| | βββ lidar_frames_rot/
+| | | βββ '*.pcd' # n frames pcd
+| | βββ 'lidar_trajectory.txt'
+| | βββ 'tracking_traj.txt'
+| βββ mocap_data/
+| | βββ '*.bvh'
+| βββ rgb_data/
+| | βββ 'labels.pkl'
+| | βββ '*.MP4'
+| βββ 'dataset_params.json'
+βββ ...
+βββ ...
+```
+For more information on data processing, please see [data-processing/README.md](./data_processing/README.md).
+
+## More qualitative results
+- Comparison between **IMU + ICP** and **our optimization** results.
+
+
+

+
+
+Borrowing and reading a book on a sofa.
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+
+
+

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+
+Playing football.
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+
+- Comparison between *original extrinsic parameters* and *our optimization results*.
+
+

+
+
+
+### Cross-Dataset Evaluation
+- LiDAR-based human pose estimation (HPE)
+
+
+

+
+
+- Camera-based HPE
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+

+
+
+
+- Global Human Pose Estimation Comparison
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+

+
+
## Citation
```
@inproceedings{dai2023sloper4d,
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