Datasets:
Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
|
@@ -1,3 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
# Dynamic Intelligence - Humanoid Robots Training Dataset
|
| 2 |
|
| 3 |
RGB-D hand manipulation dataset captured with iPhone 13 TrueDepth sensor for humanoid robot training.
|
|
@@ -68,37 +87,16 @@ Annotated disturbances and recovery actions for select episodes.
|
|
| 68 |
| `ABORT` | Stop current action |
|
| 69 |
| `REPLAN` | Compute new action sequence |
|
| 70 |
|
| 71 |
-
### Format
|
| 72 |
-
```json
|
| 73 |
-
{
|
| 74 |
-
"3": {
|
| 75 |
-
"task": "Task1",
|
| 76 |
-
"vid": "Vid6",
|
| 77 |
-
"events": [
|
| 78 |
-
{"kind": "disturbance", "type": "OCCLUSION", "t_start": 8.7, "t_end": 9.4},
|
| 79 |
-
{"kind": "recovery", "action": "REACH_ADJUST", "t_start": 9.4, "t_end": 10.5}
|
| 80 |
-
]
|
| 81 |
-
}
|
| 82 |
-
}
|
| 83 |
-
```
|
| 84 |
-
|
| 85 |
---
|
| 86 |
|
| 87 |
## 📈 Depth Quality Metrics (`meta/depth_quality_summary.json`)
|
| 88 |
|
| 89 |
Quality control metrics for each episode's depth data.
|
| 90 |
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
|
| 94 |
-
|
|
| 95 |
-
| `valid_depth_pct` | % of frames with valid depth at hand location | > 90% |
|
| 96 |
-
| `plane_rms_mm` | RMS deviation from flat surface (mm) | < 10mm |
|
| 97 |
-
|
| 98 |
-
### Dataset Quality Summary
|
| 99 |
-
- **Average valid_depth_pct:** 95.5% ✅
|
| 100 |
-
- **Average plane_rms_mm:** 5.73mm ✅
|
| 101 |
-
- **Interpretation:** High-quality depth data suitable for 3D pose estimation
|
| 102 |
|
| 103 |
---
|
| 104 |
|
|
@@ -113,19 +111,6 @@ Quality control metrics for each episode's depth data.
|
|
| 113 |
|
| 114 |
---
|
| 115 |
|
| 116 |
-
## 📜 Episode Mapping
|
| 117 |
-
|
| 118 |
-
Episodes are ordered by Task then Video number:
|
| 119 |
-
|
| 120 |
-
| Episodes | Task | Description |
|
| 121 |
-
|----------|------|-------------|
|
| 122 |
-
| 0-7 | Task1 | T-shirt folding |
|
| 123 |
-
| 8-17 | Task2 | Object manipulation |
|
| 124 |
-
| 18-27 | Task3 | Pick and place |
|
| 125 |
-
| ... | ... | ... |
|
| 126 |
-
|
| 127 |
-
---
|
| 128 |
-
|
| 129 |
## 🚀 Usage with LeRobot
|
| 130 |
|
| 131 |
```python
|
|
@@ -143,6 +128,5 @@ rgb = episode["observation.images.rgb"] # Video frame
|
|
| 143 |
|
| 144 |
## 📧 Contact
|
| 145 |
|
| 146 |
-
**Organization:** Dynamic Intelligence
|
| 147 |
-
**HuggingFace:** [DynamicIntelligence](https://huggingface.co/DynamicIntelligence)
|
| 148 |
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- robotics
|
| 5 |
+
tags:
|
| 6 |
+
- lerobot
|
| 7 |
+
- hand-pose
|
| 8 |
+
- rgb-d
|
| 9 |
+
- humanoid
|
| 10 |
+
- manipulation
|
| 11 |
+
- 6dof
|
| 12 |
+
- mediapipe
|
| 13 |
+
size_categories:
|
| 14 |
+
- 10K<n<100K
|
| 15 |
+
language:
|
| 16 |
+
- en
|
| 17 |
+
pretty_name: Dynamic Intelligence Humanoid Robots Training Dataset
|
| 18 |
+
---
|
| 19 |
+
|
| 20 |
# Dynamic Intelligence - Humanoid Robots Training Dataset
|
| 21 |
|
| 22 |
RGB-D hand manipulation dataset captured with iPhone 13 TrueDepth sensor for humanoid robot training.
|
|
|
|
| 87 |
| `ABORT` | Stop current action |
|
| 88 |
| `REPLAN` | Compute new action sequence |
|
| 89 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 90 |
---
|
| 91 |
|
| 92 |
## 📈 Depth Quality Metrics (`meta/depth_quality_summary.json`)
|
| 93 |
|
| 94 |
Quality control metrics for each episode's depth data.
|
| 95 |
|
| 96 |
+
| Metric | Description | Dataset Average |
|
| 97 |
+
|--------|-------------|-----------------|
|
| 98 |
+
| `valid_depth_pct` | % of frames with valid depth at hand location | 95.5% ✅ |
|
| 99 |
+
| `plane_rms_mm` | RMS deviation from flat surface (mm) | 5.73mm ✅ |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 100 |
|
| 101 |
---
|
| 102 |
|
|
|
|
| 111 |
|
| 112 |
---
|
| 113 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 114 |
## 🚀 Usage with LeRobot
|
| 115 |
|
| 116 |
```python
|
|
|
|
| 128 |
|
| 129 |
## 📧 Contact
|
| 130 |
|
| 131 |
+
**Organization:** [Dynamic Intelligence](https://huggingface.co/DynamicIntelligence)
|
|
|
|
| 132 |
|