Initial upload: 84 objects, 1861 successful grasps (R1+R2+R3+D1+D2+NEW)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +26 -0
- A01001_robot_gt.hdf5 +0 -0
- A01005_robot_gt.hdf5 +0 -0
- A01006_robot_gt.hdf5 +0 -0
- A01010_robot_gt.hdf5 +0 -0
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- A01026_robot_gt.hdf5 +0 -0
- A02012_robot_gt.hdf5 +0 -0
- A02014_robot_gt.hdf5 +3 -0
- A02015_robot_gt.hdf5 +0 -0
- A02018_robot_gt.hdf5 +3 -0
- A02021_robot_gt.hdf5 +0 -0
- A02028_robot_gt.hdf5 +0 -0
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- A15027_robot_gt.hdf5 +0 -0
- A16012_robot_gt.hdf5 +0 -0
- A16013_robot_gt.hdf5 +3 -0
- A16026_robot_gt.hdf5 +0 -0
- C10001_robot_gt.hdf5 +0 -0
- C11001_robot_gt.hdf5 +3 -0
- C13001_robot_gt.hdf5 +0 -0
- C14001_robot_gt.hdf5 +3 -0
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- C51001_robot_gt.hdf5 +3 -0
- C52001_robot_gt.hdf5 +0 -0
- C90001_robot_gt.hdf5 +3 -0
- O01000_robot_gt.hdf5 +0 -0
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- O03002_robot_gt.hdf5 +3 -0
- O03003_robot_gt.hdf5 +0 -0
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- O24001_robot_gt.hdf5 +0 -0
- O36001_robot_gt.hdf5 +0 -0
- O36002_robot_gt.hdf5 +3 -0
- README.md +69 -0
- S10001_robot_gt.hdf5 +0 -0
- S10002_robot_gt.hdf5 +0 -0
- S10003_robot_gt.hdf5 +0 -0
- S10004_robot_gt.hdf5 +0 -0
- S10005_robot_gt.hdf5 +0 -0
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README.md
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# RobotPosterior Dataset
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Robotic grasp posterior data collected from Isaac Sim physical validation across multiple rounds.
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## Contents
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| 6 |
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- **84 objects** (OakInk + DexYCB)
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- **1861 successful grasps** verified by physics simulation (Franka Panda in Isaac Sim)
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- Per-object HDF5 files with full grasp pose data
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## HDF5 Schema
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Each `{obj_id}_robot_gt.hdf5` contains:
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```
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/
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├── attrs:
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│ ├── obj_id (str)
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│ ├── n_successful (int)
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│ └── sources (str) e.g. "R1(×5) | R2(×13) | NEW(×20)"
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│
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└── successful_grasps/
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├── attrs: count
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└── grasp_N/
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├── grasp_point (3,) float32 — contact midpoint, canonical mesh frame
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├── rotation (3,3) float32 — gripper rotation matrix
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├── approach_dir (3,) float32 — rotation[:, 2]
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├── finger_dir (3,) float32 — rotation[:, 0]
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├── [contact_points_local] (2,3) float32 — actual finger tip positions
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└── attrs:
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├── gripper_width (float) meters
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├── score (float)
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└── approach_type (str)
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```
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## Coordinate Frame
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- `grasp_point`, `rotation`: **canonical mesh local frame** (Z-up, object bottom at Z=0)
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- `contact_points_local`: world offset from `OBJECT_POSITION` in Isaac Sim
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## Data Sources
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| 42 |
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| Label | Round | Server | Objects | Grasps |
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|-------|-------|--------|---------|--------|
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| 45 |
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| R1 | Round 1 | Titan | 48 | ~231 |
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| R2 | Round 2 | Titan | 55 | ~592 |
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| R3 | Round 3 | Titan | 43 | ~181 |
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| 48 |
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| D1 | DexYCB R1 | Titan | 7 | ~14 |
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| D2 | DexYCB R2 | Titan | 6 | ~41 |
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| 50 |
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| NEW | Round 0+1 | RTX5090 | 70 | ~802 |
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## Candidate Generation
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| 53 |
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| 54 |
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Grasp candidates generated with **50% Human-Prior guided + 50% random** sampling (v5.1 Raycast scorer).
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All entries physically verified in **Isaac Sim** with Franka Panda robot.
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## Usage
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| 58 |
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| 59 |
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```python
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| 60 |
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import h5py, numpy as np
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| 61 |
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with h5py.File('C28001_robot_gt.hdf5', 'r') as f:
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print(f"n_successful: {f.attrs['n_successful']}")
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| 64 |
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for key in f['successful_grasps'].keys():
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g = f['successful_grasps'][key]
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grasp_point = g['grasp_point'][:] # (3,) meters, mesh local frame
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| 67 |
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approach_dir = g['approach_dir'][:] # (3,) unit vector
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width = g.attrs['gripper_width']
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```
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S10002_robot_gt.hdf5
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S10003_robot_gt.hdf5
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