Datasets:

Modalities:
Text
Video
ArXiv:
License:

Add dataset card, paper link, and sample usage

#1
by nielsr HF Staff - opened
Files changed (1) hide show
  1. README.md +63 -0
README.md CHANGED
@@ -1,3 +1,66 @@
1
  ---
2
  license: mit
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: mit
3
+ task_categories:
4
+ - robotics
5
  ---
6
+
7
+ # Deform360: A Massive Multi-view Visuotactile Dataset for Deformable World Models
8
+
9
+ [Project Page](https://deform360.lhy.xyz/) | [Paper](https://huggingface.co/papers/2607.05390) | [GitHub Repository](https://github.com/lhy0807/deform360)
10
+
11
+ **Deform360** is a massive multi-view visuotactile dataset for deformable-object research, featuring 198 daily-life objects, 1,980 interaction sequences, and over 215 hours of observations from 41 surround-view cameras and bimanual tactile grippers to capture both global motion and contact-induced local deformations.
12
+
13
+ ## Installation
14
+
15
+ To load and interact with the dataset, install the helper library:
16
+
17
+ ```bash
18
+ git clone https://github.com/lhy0807/deform360.git
19
+ cd deform360
20
+ pip install -e ".[all]"
21
+ ```
22
+
23
+ ## Sample Usage
24
+
25
+ ### Loading Aligned Multi-View Data
26
+
27
+ The `MultiViewDataset` class returns synchronized RGB frames, calibration, and the common timestamp. It is compatible with the Dataset protocol but does not require PyTorch.
28
+
29
+ ```python
30
+ from deform360 import MultiViewDataset
31
+
32
+ episode = "/path/to/deform360_data/processed/001-rope/episode_0000"
33
+ with MultiViewDataset(episode) as dataset:
34
+ sample = dataset[0]
35
+
36
+ sample["images"] # list[(H,W,3) uint8 RGB]
37
+ sample["intrinsics"] # list[(3,3)]
38
+ sample["extrinsics"] # list[(4,4) camera-to-world]
39
+ sample["cameras"] # camera names
40
+ sample["timestamp_us"] # shared Unix timestamp in microseconds
41
+ ```
42
+
43
+ ### Loading Aligned Tactile Data
44
+
45
+ Load all synchronized tactile grids at the same frame index with:
46
+
47
+ ```python
48
+ from deform360 import TactileDataset
49
+
50
+ episode = "/path/to/deform360_data/processed/001-rope/episode_0000"
51
+ with TactileDataset(episode) as tactile:
52
+ frame = tactile[0] # sensor name -> (16,32) float32
53
+ ```
54
+
55
+ ## Citation
56
+
57
+ If you find Deform360 useful, please cite:
58
+
59
+ ```bibtex
60
+ @inproceedings{li2026deform360,
61
+ title = {Deform360: A Massive Multi-view Visuotactile Dataset for Deformable World Models},
62
+ author = {Li, Hongyu and Fu, Wanjia and Cong, Xiaoyan and Li, Zekun and Huang, Binghao and Jiang, Hanxiao and He, Xintong and Liang, Yiqing and Fu, Rao and Lu, Tao and Sridhar, Srinath and Smith, Kevin A. and Konidaris, George and Li, Yunzhu},
63
+ booktitle = {European Conference on Computer Vision (ECCV)},
64
+ year = {2026}
65
+ }
66
+ ```