episode_index int64 0 299 | key stringclasses 4
values | rgb_mae float64 1.96 3.56 | bgr_mae float64 10.7 47.8 | plain_rgb_mae float64 10.1 11.8 ⌀ |
|---|---|---|---|---|
0 | observation.images.head | 2.739871 | 13.147957 | null |
0 | observation.images.wrist | 3.105074 | 15.434131 | null |
0 | observation.images.tactile_left | 2.391658 | 26.894201 | 10.709073 |
0 | observation.images.tactile_right | 2.407054 | 27.135047 | 10.765025 |
1 | observation.images.head | 2.622159 | 13.09353 | null |
1 | observation.images.wrist | 2.77632 | 15.687515 | null |
1 | observation.images.tactile_left | 2.222776 | 26.476518 | 10.446905 |
1 | observation.images.tactile_right | 2.236706 | 26.967782 | 10.33059 |
2 | observation.images.head | 2.7512 | 13.114899 | null |
2 | observation.images.wrist | 3.093771 | 15.749452 | null |
2 | observation.images.tactile_left | 2.366228 | 26.795705 | 10.463092 |
2 | observation.images.tactile_right | 2.369986 | 27.266389 | 10.4883 |
3 | observation.images.head | 2.595156 | 13.126991 | null |
3 | observation.images.wrist | 2.901881 | 15.788335 | null |
3 | observation.images.tactile_left | 2.327046 | 26.727051 | 10.469651 |
3 | observation.images.tactile_right | 2.314187 | 27.212072 | 10.41184 |
4 | observation.images.head | 2.740123 | 13.349395 | null |
4 | observation.images.wrist | 3.057605 | 15.86423 | null |
4 | observation.images.tactile_left | 2.366535 | 26.746408 | 10.533302 |
4 | observation.images.tactile_right | 2.364204 | 27.203978 | 10.492511 |
5 | observation.images.head | 2.742156 | 13.1129 | null |
5 | observation.images.wrist | 3.112433 | 15.644213 | null |
5 | observation.images.tactile_left | 2.371727 | 26.7668 | 10.540815 |
5 | observation.images.tactile_right | 2.386943 | 27.229255 | 10.530812 |
6 | observation.images.head | 2.690628 | 13.167218 | null |
6 | observation.images.wrist | 3.202301 | 15.563201 | null |
6 | observation.images.tactile_left | 2.445909 | 26.814303 | 10.172777 |
6 | observation.images.tactile_right | 2.436007 | 27.467763 | 10.12582 |
7 | observation.images.head | 2.570369 | 13.061798 | null |
7 | observation.images.wrist | 2.925427 | 15.612205 | null |
7 | observation.images.tactile_left | 2.310346 | 26.552065 | 10.324348 |
7 | observation.images.tactile_right | 2.339952 | 27.136845 | 10.288057 |
8 | observation.images.head | 2.718591 | 13.111731 | null |
8 | observation.images.wrist | 3.099615 | 15.730411 | null |
8 | observation.images.tactile_left | 2.374418 | 26.794873 | 10.318471 |
8 | observation.images.tactile_right | 2.346383 | 27.442789 | 10.24412 |
9 | observation.images.head | 2.737538 | 13.267354 | null |
9 | observation.images.wrist | 3.233164 | 15.480227 | null |
9 | observation.images.tactile_left | 2.470773 | 26.915018 | 10.202047 |
9 | observation.images.tactile_right | 2.474243 | 27.507027 | 10.204122 |
10 | observation.images.head | 2.624348 | 13.134249 | null |
10 | observation.images.wrist | 2.77212 | 15.074634 | null |
10 | observation.images.tactile_left | 2.222112 | 26.906204 | 10.533367 |
10 | observation.images.tactile_right | 2.228673 | 27.200591 | 10.60349 |
11 | observation.images.head | 2.739033 | 13.095778 | null |
11 | observation.images.wrist | 3.240737 | 15.76969 | null |
11 | observation.images.tactile_left | 2.477358 | 26.95491 | 10.63524 |
11 | observation.images.tactile_right | 2.500719 | 27.195199 | 10.670421 |
12 | observation.images.head | 2.59366 | 13.04662 | null |
12 | observation.images.wrist | 2.884775 | 15.493064 | null |
12 | observation.images.tactile_left | 2.318676 | 26.698764 | 10.187869 |
12 | observation.images.tactile_right | 2.30769 | 27.341084 | 10.168012 |
13 | observation.images.head | 2.740416 | 13.219023 | null |
13 | observation.images.wrist | 3.113594 | 15.661428 | null |
13 | observation.images.tactile_left | 2.371021 | 26.986131 | 10.338102 |
13 | observation.images.tactile_right | 2.363442 | 27.586685 | 10.239223 |
14 | observation.images.head | 2.605822 | 13.087259 | null |
14 | observation.images.wrist | 2.56823 | 15.136841 | null |
14 | observation.images.tactile_left | 2.391471 | 26.940603 | 10.615624 |
14 | observation.images.tactile_right | 2.416249 | 27.155424 | 10.706403 |
15 | observation.images.head | 2.38863 | 13.091845 | null |
15 | observation.images.wrist | 2.276398 | 15.565894 | null |
15 | observation.images.tactile_left | 2.377255 | 26.811364 | 10.582954 |
15 | observation.images.tactile_right | 2.383508 | 27.080658 | 10.615302 |
16 | observation.images.head | 2.582412 | 13.112242 | null |
16 | observation.images.wrist | 2.899667 | 15.263618 | null |
16 | observation.images.tactile_left | 2.456921 | 26.988296 | 10.322607 |
16 | observation.images.tactile_right | 2.430571 | 27.585227 | 10.202199 |
17 | observation.images.head | 2.749416 | 13.155136 | null |
17 | observation.images.wrist | 3.101105 | 15.401227 | null |
17 | observation.images.tactile_left | 2.369126 | 26.916241 | 10.338538 |
17 | observation.images.tactile_right | 2.346568 | 27.588368 | 10.22709 |
18 | observation.images.head | 2.747233 | 13.13131 | null |
18 | observation.images.wrist | 3.081098 | 15.708192 | null |
18 | observation.images.tactile_left | 2.41488 | 26.957738 | 10.723273 |
18 | observation.images.tactile_right | 2.40548 | 27.143871 | 10.767772 |
19 | observation.images.head | 2.737363 | 13.128265 | null |
19 | observation.images.wrist | 3.090255 | 15.676874 | null |
19 | observation.images.tactile_left | 2.383048 | 26.850485 | 10.449039 |
19 | observation.images.tactile_right | 2.405506 | 27.345437 | 10.467612 |
20 | observation.images.head | 2.715141 | 13.125002 | null |
20 | observation.images.wrist | 3.072632 | 15.614703 | null |
20 | observation.images.tactile_left | 2.352337 | 26.58532 | 10.368388 |
20 | observation.images.tactile_right | 2.350012 | 27.0927 | 10.308243 |
21 | observation.images.head | 2.725501 | 13.143383 | null |
21 | observation.images.wrist | 3.233811 | 15.675747 | null |
21 | observation.images.tactile_left | 2.525174 | 26.92774 | 10.737004 |
21 | observation.images.tactile_right | 2.521337 | 27.145946 | 10.771953 |
22 | observation.images.head | 2.724864 | 13.496543 | null |
22 | observation.images.wrist | 3.279887 | 16.412094 | null |
22 | observation.images.tactile_left | 2.486479 | 26.840518 | 10.506826 |
22 | observation.images.tactile_right | 2.507922 | 27.242662 | 10.549342 |
23 | observation.images.head | 2.730639 | 13.108568 | null |
23 | observation.images.wrist | 3.086764 | 15.512071 | null |
23 | observation.images.tactile_left | 2.353135 | 26.816399 | 10.243002 |
23 | observation.images.tactile_right | 2.331651 | 27.465849 | 10.211463 |
24 | observation.images.head | 2.623704 | 13.098544 | null |
24 | observation.images.wrist | 2.783765 | 15.666434 | null |
24 | observation.images.tactile_left | 2.226791 | 26.777142 | 10.744499 |
24 | observation.images.tactile_right | 2.227633 | 26.9946 | 10.750615 |
OpenViTac Benchmark Dataset
OpenViTac is a visuo-tactile robot manipulation benchmark covering physical-property perception, fragile-object handling, contact-rich manipulation, and precise insertion. This release contains 1,500 simulated episodes in LeRobot v2.1 format across 11 tasks: 1,300 with GelSight mini and 100 each with Neote and Xense for insert_USB.
For the benchmark and data-collection details, see the paper and code repository.
Simulation tasks
Each Simulation/<sensor>/<task>/ directory is a separate LeRobot dataset. Its meta/ directory contains episode metadata, data/chunk-000/ contains one Parquet file per episode, and videos/chunk-000/ contains the corresponding camera and tactile videos. GelSight mini data is under Simulation/GelSight_mini/.
| Capability | Task directory | Task summary | Episodes |
|---|---|---|---|
| Physical-property perception | weight_classify |
Identify whether a block is light or heavy through interaction and place it on the matching target. | 100 |
| Physical-property perception | hardness_classify |
Identify whether a block is soft or hard through contact and place it on the matching target. | 100 |
| Physical-property perception | roughness_classify |
Identify whether a block is smooth or rough through contact and place it on the matching target. | 100 |
| Physical-property perception | roughness_guided_regrasp |
Use surface roughness to decide whether to keep the grasped block or regrasp another one. | 100 |
| Physical-property perception | empty_can_selection |
Distinguish an empty can from visually similar cans through interaction and place it in a basket. | 100 |
| Fragility-aware manipulation | grasp_chip |
Grasp and move a fragile chip without damaging it. | 100 |
| Contact-rich manipulation | gear_assembly |
Mount and rotate a gear while maintaining engagement with a paired gear. | 100 |
| Contact-rich manipulation | pull_drawer |
Maintain a stable grasp on the handle while opening a drawer. | 100 |
| Precision manipulation | insert_USB |
Align a USB connector with its slot and insert it. | 100 |
| Precision manipulation | insert_block_v1 |
Align and insert a designated block into the matching opening. | 100 |
| Precision manipulation | insert_block_v2 |
Select the instructed object, then insert it into the matching opening. | 300 |
The insert_USB task also includes Neote and Xense tactile sensor data, with 100 episodes each in Simulation/Neote/insert_USB/ and Simulation/Xense/insert_USB/.
Real-world tasks
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