Datasets:
Add dataset card
Browse files
README.md
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: unknown
|
| 3 |
+
task_categories:
|
| 4 |
+
- other
|
| 5 |
+
language:
|
| 6 |
+
- vi
|
| 7 |
+
tags:
|
| 8 |
+
- sign-language
|
| 9 |
+
- vietnamese-sign-language
|
| 10 |
+
- pose-estimation
|
| 11 |
+
- dwpose
|
| 12 |
+
- skeleton
|
| 13 |
+
size_categories:
|
| 14 |
+
- 10K<n<100K
|
| 15 |
+
---
|
| 16 |
+
|
| 17 |
+
# Multi-VSL (front view) — DWPose skeletons
|
| 18 |
+
|
| 19 |
+
Whole-body 2D pose keypoints extracted with [DWPose](https://github.com/IDEA-Research/DWPose)
|
| 20 |
+
from the front-camera clips of the Multi-VSL Vietnamese Sign Language corpus.
|
| 21 |
+
|
| 22 |
+
- **28,406** clips, one `.npz` per clip, under `data/`
|
| 23 |
+
- Total size: ~4.6 GB
|
| 24 |
+
|
| 25 |
+
## Contents of each `.npz`
|
| 26 |
+
|
| 27 |
+
| key | shape | dtype | description |
|
| 28 |
+
|---|---|---|---|
|
| 29 |
+
| `all_xy` | `(T, 128, 2)` | `float16` | keypoint pixel coordinates per frame |
|
| 30 |
+
| `all_score` | `(T, 128)` | `float16` | per-keypoint confidence |
|
| 31 |
+
| `detected` | `(T,)` | `int8` | 1 if a person was detected in the frame, else 0 |
|
| 32 |
+
| `frame_size` | `(2,)` | `int32` | source video frame size |
|
| 33 |
+
| `fps` | scalar | `float32` | source video frame rate |
|
| 34 |
+
|
| 35 |
+
`T` is the number of frames in the clip. The 128 keypoints follow the DWPose /
|
| 36 |
+
COCO-WholeBody layout: 17 body + 6 foot + 68 face + 42 hands (21 per hand).
|
| 37 |
+
|
| 38 |
+
## File naming
|
| 39 |
+
|
| 40 |
+
```
|
| 41 |
+
<session>___<view>_<device>_<signer>_<view>_<order>_<clip_index>.npz
|
| 42 |
+
```
|
| 43 |
+
|
| 44 |
+
e.g. `01_Co-Hien_100-200_1-2-3_0118___center_device10_signer01_center_ord1_100.npz`
|
| 45 |
+
|
| 46 |
+
## Usage
|
| 47 |
+
|
| 48 |
+
```python
|
| 49 |
+
import numpy as np
|
| 50 |
+
from huggingface_hub import hf_hub_download
|
| 51 |
+
|
| 52 |
+
path = hf_hub_download(
|
| 53 |
+
"Tri1/Multi-VSL-front-skeleton",
|
| 54 |
+
"data/01_Co-Hien_100-200_1-2-3_0118___center_device10_signer01_center_ord1_100.npz",
|
| 55 |
+
repo_type="dataset",
|
| 56 |
+
)
|
| 57 |
+
d = np.load(path)
|
| 58 |
+
xy, score = d["all_xy"], d["all_score"] # (T, 128, 2), (T, 128)
|
| 59 |
+
```
|
| 60 |
+
|
| 61 |
+
Download everything:
|
| 62 |
+
|
| 63 |
+
```python
|
| 64 |
+
from huggingface_hub import snapshot_download
|
| 65 |
+
snapshot_download("Tri1/Multi-VSL-front-skeleton", repo_type="dataset",
|
| 66 |
+
local_dir="skeleton")
|
| 67 |
+
```
|