|
---
|
|
pretty_name: ScanBot
|
|
license: cc-by-4.0
|
|
language:
|
|
- en
|
|
tags:
|
|
- robotics
|
|
- instruction-following
|
|
- vision-language
|
|
- laser-scanning
|
|
- multimodal
|
|
task_categories:
|
|
- robotics
|
|
dataset_info:
|
|
features:
|
|
- name: wrist_camera
|
|
dtype: image
|
|
- name: rgb_gopro
|
|
dtype: image
|
|
- name: instruction
|
|
dtype: string
|
|
- name: tcp_pose
|
|
dtype: string
|
|
- name: joint_states
|
|
dtype: string
|
|
|
|
|
|
---
|
|
|
|
|
|
[](https://ed1sonchen.github.io/ScanBot/)
|
|
|
|
|
|
# ScanBot: Towards Intelligent Surface Scanning in Embodied Robotic Systems
|
|
|
|
<img src="Figures/introduction.png" alt="ScanBot" width="100%"/>
|
|
|
|
|
|
## π§ Dataset Summary
|
|
**ScanBot** is a dataset for instruction-conditioned, high-precision surface scanning with robots. Unlike existing datasets that focus on coarse tasks like grasping or navigation, ScanBot targets industrial laser scanning, where sub-millimeter accuracy and parameter stability are essential. It includes scanning trajectories across 12 objects and 6 task types, each driven by natural language instructions. The dataset provides synchronized RGB, depth, laser profiles, robot poses, and joint states.
|
|
|
|
|
|
## π¦ Use Cases
|
|
|
|
- Vision-Language Action (VLA)
|
|
- Instruction-Guided Surface Scanning
|
|
- 3D Surface Reconstruction
|
|
- Spatial Reasoning and Feature Localization
|
|
- Laser Profile Analysis for Inspection Tasks
|
|
|
|
|
|
|
|
## ποΈ Data Description
|
|
```
|
|
scanbot/
|
|
βββ cube1/
|
|
β βββ top_surface/
|
|
β β βββ path_001/
|
|
β β β βββ rgb/
|
|
β β β β βββ ...
|
|
β β β βββ depth/
|
|
β β β β βββ ...
|
|
| | | |ββ 1746226187.997976_gopro.mp4
|
|
β β β βββ robot_joint_states.csv
|
|
β β β βββ robot_tcp_poses.csv
|
|
β β β βββ metadata.json
|
|
β β βββ path_002/
|
|
β β β βββ ...
|
|
βββ cube2
|
|
βββ cylinder_red
|
|
βββ cylinder_white
|
|
βββ ...
|
|
```
|
|
|
|
## π¬ Task Levels
|
|
|
|
Each scan is driven by an instruction that falls under one of the following task categories:
|
|
|
|
| Task Type | Description |
|
|
|-----------|-------------|
|
|
| T1 | Surface Scan |
|
|
| T2 | Geometry Focus |
|
|
| T3 | Spatial Reference |
|
|
| T4 | Functional Target |
|
|
| T5 | Defect Inspection |
|
|
| T6 | Comparative Analysis |
|
|
|
|
## π οΈ Hardware Setup
|
|
|
|
<img src="Figures/setup.png" alt="ScanBot Example" width="30%"/>
|
|
|
|
## π Version Update
|
|
|
|
### Version 1.0
|
|
The initial version of ScanBot contains 197 tasks, and involves 12 different objects.
|
|
|
|
|
|
|