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- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000018.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000019.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000050.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000123.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000128.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000142.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000178.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000212.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000216.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000218.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000229.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000245.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000248.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000335.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000398.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000404.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000439.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000464.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000481.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000499.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000513.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000530.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000536.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000543.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000588.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000593.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000599.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000607.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000614.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000657.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000675.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000719.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000740.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000773.mp4 +3 -0
- Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000774.mp4 +3 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/README.md +160 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/episodes.jsonl +550 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/episodes_stats.jsonl +0 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/info.json +177 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/modality.json +46 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/percentile_stats.json +0 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/relative_stats.json +1 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/stats.json +206 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/tasks.jsonl +7 -0
- Surgical/turin/mitic_lerobot_plastic_pad/meta/temporal_stats.json +0 -0
- Surgical/turin/mitic_lerobot_plastic_pad_3dmed/videos/chunk-000/observation.images.endoscope.right/episode_000015.mp4 +3 -0
- Surgical/turin/mitic_lerobot_plastic_pad_3dmed/videos/chunk-000/observation.images.endoscope.right/episode_000020.mp4 +3 -0
- Surgical/turin/mitic_lerobot_plastic_pad_3dmed/videos/chunk-000/observation.images.endoscope.right/episode_000029.mp4 +3 -0
- Surgical/turin/mitic_lerobot_plastic_pad_3dmed/videos/chunk-000/observation.images.endoscope.right/episode_000043.mp4 +3 -0
- Surgical/turin/mitic_lerobot_plastic_pad_3dmed/videos/chunk-000/observation.images.endoscope.right/episode_000049.mp4 +3 -0
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oid sha256:56f70e0a0a03aae90c1fd06976e113b05e53e6038de40cc6c401f62c7183965f
|
| 3 |
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size 55206987
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000657.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 16220076
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000675.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
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|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
+
size 11177581
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000719.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:db407662119b39d3caab5864343222644f469aa01005f2ae8c4773e2cd3a77ab
|
| 3 |
+
size 13582839
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000740.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1b31cd4c317fefac21fa377263964cd431d2425b96a39763fedf2c46d42cd42c
|
| 3 |
+
size 13850949
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000773.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
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|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
+
size 12533465
|
Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000774.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
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|
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
+
size 13502180
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/README.md
ADDED
|
@@ -0,0 +1,160 @@
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|
|
| 1 |
+
# DVRK Suturing Subtasks Dataset - README
|
| 2 |
+
|
| 3 |
+
---
|
| 4 |
+
|
| 5 |
+
## At a Glance
|
| 6 |
+
|
| 7 |
+
Teleoperated demonstrations of a dVRK robot performing suturing subtasksk, like tissue lifting, needle insertion, needle extraction, knot tying on plastic phantom.
|
| 8 |
+
|
| 9 |
+
---
|
| 10 |
+
|
| 11 |
+
## Dataset Overview
|
| 12 |
+
|
| 13 |
+
| | |
|
| 14 |
+
| :--- | :--- |
|
| 15 |
+
| **Total Trajectories** | 550 |
|
| 16 |
+
| **Total Hours** | [TO be filled] |
|
| 17 |
+
| **Data Type** | Ex-Vivo |
|
| 18 |
+
| **License** | CC BY 4.0 |
|
| 19 |
+
| **Version** | 1.0 |
|
| 20 |
+
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
## Tasks & Domain
|
| 24 |
+
|
| 25 |
+
### Domain
|
| 26 |
+
|
| 27 |
+
- [x] **Surgical Robotics**
|
| 28 |
+
- [ ] **Ultrasound Robotics**
|
| 29 |
+
- [ ] **Other Healthcare Robotics**
|
| 30 |
+
|
| 31 |
+
### Demonstrated Skills
|
| 32 |
+
|
| 33 |
+
- Bimanual manipulation
|
| 34 |
+
- Pick and place
|
| 35 |
+
- Needle handling
|
| 36 |
+
- Knot tying
|
| 37 |
+
- Soft tissue manipulation
|
| 38 |
+
|
| 39 |
+
---
|
| 40 |
+
|
| 41 |
+
## Data Collection Details
|
| 42 |
+
|
| 43 |
+
### Collection Method
|
| 44 |
+
|
| 45 |
+
- [x] **Human Teleoperation**
|
| 46 |
+
- [ ] **Programmatic/State-Machine**
|
| 47 |
+
- [ ] **AI Policy / Autonomous**
|
| 48 |
+
- [ ] **Other**
|
| 49 |
+
|
| 50 |
+
### Operator Details
|
| 51 |
+
|
| 52 |
+
| | Description |
|
| 53 |
+
| :--- | :--- |
|
| 54 |
+
| **Operator Count** | 5 operators |
|
| 55 |
+
| **Operator Skill Level** | Expert (Surgeons) and Novice (ML researchers with minimal surgical experience) |
|
| 56 |
+
| **Collection Period** | [To be filled] |
|
| 57 |
+
|
| 58 |
+
### Recovery Demonstrations
|
| 59 |
+
|
| 60 |
+
- [x] **Yes**
|
| 61 |
+
- [] **No**
|
| 62 |
+
|
| 63 |
+
For each task, recovery demonstrations and errors are recorded.
|
| 64 |
+
|
| 65 |
+
---
|
| 66 |
+
|
| 67 |
+
## Diversity Dimensions
|
| 68 |
+
|
| 69 |
+
- [x] **Target Object** (different wounds for suturing and different anatomical specimens)
|
| 70 |
+
- [] **Spatial Layout**
|
| 71 |
+
- [x] **Camera Position / Angle** (different position and orientations)
|
| 72 |
+
- [x] **Lighting Conditions**
|
| 73 |
+
- [ ] **Robot Embodiment**
|
| 74 |
+
- [x] **Task Execution** (different operators performed the tasks differently)
|
| 75 |
+
- [x] **Background / Scene** (different background conditions)
|
| 76 |
+
|
| 77 |
+
We have recorded tasks on a plastic phantom. Camera position and lighting condition were changed after every 20 episodes circa. We recruited 3 expert surgeons and 2 ML researchers that performed the tasks according to their expertise and own techniques. The background conditions change between colon and stomach episodes.
|
| 78 |
+
|
| 79 |
+
---
|
| 80 |
+
|
| 81 |
+
## Equipment & Setup
|
| 82 |
+
|
| 83 |
+
### Robotic Platform(s)
|
| 84 |
+
|
| 85 |
+
- **Robot 1:** dVRK (da Vinci Research Kit)
|
| 86 |
+
|
| 87 |
+
### Sensors & Cameras
|
| 88 |
+
|
| 89 |
+
| Type | Model/Details |
|
| 90 |
+
| :--- | :--- |
|
| 91 |
+
| **Primary Camera** | Stereo Endoscope (left), 1920x1080 @ 30 fps |
|
| 92 |
+
| **Secondary Camera** | Stereo Endoscope (right), 1920x1080 @ 30 fps |
|
| 93 |
+
|
| 94 |
+
---
|
| 95 |
+
|
| 96 |
+
## Action & State Space Representation
|
| 97 |
+
|
| 98 |
+
### Action Space Representation
|
| 99 |
+
|
| 100 |
+
**Primary Action Representation:**
|
| 101 |
+
- [x] **Absolute Cartesian** (position/orientation relative to robot base)
|
| 102 |
+
|
| 103 |
+
**Orientation Representation:**
|
| 104 |
+
- [x] **Quaternions** (x, y, z, w)
|
| 105 |
+
|
| 106 |
+
**Action Dimensions:**
|
| 107 |
+
```
|
| 108 |
+
action: [psm1_x, psm1_y, psm1_z, psm1_qx, psm1_qy, psm1_qz, psm1_qw,
|
| 109 |
+
psm2_x, psm2_y, psm2_z, psm2_qx, psm2_qy, psm2_qz, psm2_qw]
|
| 110 |
+
- psm1_x, psm1_y, psm1_z: PSM1 absolute cartesian positions
|
| 111 |
+
- psm1_qx, psm1_qy, psm1_qz, psm1_qw: PSM1 absolute cartesian orientations
|
| 112 |
+
- psm2_x, psm2_y, psm2_z: PSM2 absolute cartesian positions
|
| 113 |
+
- psm2_qx, psm2_qy, psm2_qz, psm2_qw: PSM2 absolute cartesian orientations
|
| 114 |
+
```
|
| 115 |
+
|
| 116 |
+
### State Space Representation
|
| 117 |
+
|
| 118 |
+
**State Information Included:**
|
| 119 |
+
- [x] **Joint Positions** (all articulated joints)
|
| 120 |
+
|
| 121 |
+
**State Dimensions:**
|
| 122 |
+
```
|
| 123 |
+
observation.state: [psm1_j1, psm1_j2, psm1_j3, psm1_j4, psm1_j5, psm1_j6,
|
| 124 |
+
psm2_j1, psm2_j2, psm2_j3, psm2_j4, psm2_j5, psm2_j6]
|
| 125 |
+
- psm1_j1-j6: PSM1 6-DOF joint positions (radians)
|
| 126 |
+
- psm2_j1-j6: PSM2 6-DOF joint positions (radians)
|
| 127 |
+
```
|
| 128 |
+
|
| 129 |
+
---
|
| 130 |
+
|
| 131 |
+
## Data Synchronization Approach
|
| 132 |
+
|
| 133 |
+
All data are acquired using rosbag and all ROS messages are stamped with their header.stamp fields.
|
| 134 |
+
Data is synchronized offline post collection. The right camera serves as the reference timestamp source. For each frame acquired, only the (time) closest data is saved from robot kinematics, with a tolerance of 0.1 secs.
|
| 135 |
+
|
| 136 |
+
**Synchronization Method:**
|
| 137 |
+
- Reference stream: `/decklink/right/image_raw/compressed` (right stereo camera)
|
| 138 |
+
- Tolerance: 0.1 seconds
|
| 139 |
+
- Framework: ROS (Robot Operating System)
|
| 140 |
+
|
| 141 |
+
Messages from the following topics are synchronized:
|
| 142 |
+
- `/decklink/left/image_raw/compressed` - Left camera images
|
| 143 |
+
- `/decklink/right/image_raw/compressed` - Right camera images
|
| 144 |
+
- `/PSM1/measured_js` - PSM1 joint states
|
| 145 |
+
- `/PSM1/measured_cp` - PSM1 absolute cartesian position
|
| 146 |
+
- `/PSM2/measured_js` - PSM2 joint states
|
| 147 |
+
- `/PSM2/measured_cp` - PSM2 absolute cartesian position
|
| 148 |
+
|
| 149 |
+
---
|
| 150 |
+
|
| 151 |
+
## Attribution & Contact
|
| 152 |
+
|
| 153 |
+
| | |
|
| 154 |
+
| :--- | :--- |
|
| 155 |
+
| **Dataset Lead** | Matteo Pescio, Francesco Marzola, Luigi Muratore, Federica Barontini, Giovanni Distefano, Federico Lavagno, Giulio Dagnino, Alberto Arezzo |
|
| 156 |
+
| **Institution** | MITIC Lab - Università degli Studi di Torino |
|
| 157 |
+
| **Contact Email** | matteo.pescio@unito.it, francesco.marzola@unito.it, luigi.muratore@studenti.polito.it, federica.barontini@unito.it, giovanni.distefano@unito.it, federico.lavagno@unito.it, giulio.dagnino@unito.it, alberto.arezzo@unito.it |
|
| 158 |
+
| **Citation (BibTeX)** | <pre>@misc{dvrk_suturing_subtasks_2025,<br> author = {Pescio, Matteo and Marzola, Francesco and Muratore, Luigi and Barontini, Federica and Distefano, Giovanni and Lavagno, Federico and Dagnino, Giulio and Arezzo, Alberto},<br> title = {DVRK Suturing Subtasks Dataset},<br> year = {2025},<br> publisher = {Open-H-Embodiment},<br>}</pre> |
|
| 159 |
+
|
| 160 |
+
---
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/episodes.jsonl
ADDED
|
@@ -0,0 +1,550 @@
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| 78 |
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| 80 |
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| 81 |
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| 85 |
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| 92 |
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| 498 |
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| 500 |
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| 502 |
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| 503 |
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| 504 |
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| 505 |
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| 507 |
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| 508 |
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| 513 |
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| 514 |
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| 515 |
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| 524 |
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| 525 |
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| 526 |
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| 527 |
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| 528 |
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| 529 |
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| 530 |
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| 531 |
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| 532 |
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| 533 |
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|
| 534 |
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| 535 |
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|
| 536 |
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|
| 537 |
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|
| 538 |
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|
| 539 |
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|
| 540 |
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|
| 541 |
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|
| 542 |
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|
| 543 |
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|
| 544 |
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|
| 545 |
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|
| 546 |
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|
| 547 |
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|
| 548 |
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|
| 549 |
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|
| 550 |
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{"episode_index": 549, "tasks": ["Tissue_lift"], "length": 136}
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/episodes_stats.jsonl
ADDED
|
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Surgical/turin/mitic_lerobot_plastic_pad/meta/info.json
ADDED
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"codebase_version": "v2.1",
|
| 3 |
+
"robot_type": "dvrk",
|
| 4 |
+
"total_episodes": 550,
|
| 5 |
+
"total_frames": 149846,
|
| 6 |
+
"total_tasks": 7,
|
| 7 |
+
"total_videos": 1100,
|
| 8 |
+
"total_chunks": 1,
|
| 9 |
+
"chunks_size": 1000,
|
| 10 |
+
"fps": 30,
|
| 11 |
+
"splits": {
|
| 12 |
+
"train": "0:440",
|
| 13 |
+
"val": "440:495",
|
| 14 |
+
"test": "495:550",
|
| 15 |
+
"perfect": "4:6,7:8,9:11,12:13,17:20,26:28,32:33,38:39,40:41,43:44,48:49,50:52,53:72,73:103,104:105,106:109,110:116,117:118,120:124,125:126,127:132,133:139,143:147,148:201,202:204,207:209,210:214,216:219,221:229,231:232,233:235,236:239,250:300,305:307,308:309,318:321,322:323,328:329,331:332,337:340,341:342,345:348,350:454,455:456,457:459,460:474,475:478,479:481,482:484,485:487,491:496,497:550",
|
| 16 |
+
"recovery": "0:4,6:7,8:9,11:12,14:17,21:26,28:32,33:38,41:43,45:46,47:48,52:53,72:73,105:106,124:125,132:133,139:140,141:143,147:148,201:202,204:207,209:210,214:216,219:220,229:231,232:233,235:236,239:241,242:250,321:322,336:337,344:345,454:455,456:457,474:475,478:479,481:482,484:485,487:491,496:497",
|
| 17 |
+
"failure": "13:14,20:21,39:40,44:45,46:47,49:50,103:104,109:110,116:117,118:120,126:127,140:141,220:221,241:242,300:305,307:308,309:318,323:328,329:331,332:336,340:341,342:344,348:350,459:460"
|
| 18 |
+
},
|
| 19 |
+
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
|
| 20 |
+
"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
|
| 21 |
+
"features": {
|
| 22 |
+
"observation.images.endoscope.left": {
|
| 23 |
+
"dtype": "video",
|
| 24 |
+
"shape": [
|
| 25 |
+
1080,
|
| 26 |
+
1920,
|
| 27 |
+
3
|
| 28 |
+
],
|
| 29 |
+
"names": [
|
| 30 |
+
"height",
|
| 31 |
+
"width",
|
| 32 |
+
"channel"
|
| 33 |
+
],
|
| 34 |
+
"info": {
|
| 35 |
+
"video.height": 1080,
|
| 36 |
+
"video.width": 1920,
|
| 37 |
+
"video.codec": "av1",
|
| 38 |
+
"video.pix_fmt": "yuv420p",
|
| 39 |
+
"video.is_depth_map": false,
|
| 40 |
+
"video.fps": 30,
|
| 41 |
+
"video.channels": 3,
|
| 42 |
+
"has_audio": false
|
| 43 |
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}
|
| 44 |
+
},
|
| 45 |
+
"observation.images.endoscope.right": {
|
| 46 |
+
"dtype": "video",
|
| 47 |
+
"shape": [
|
| 48 |
+
1080,
|
| 49 |
+
1920,
|
| 50 |
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3
|
| 51 |
+
],
|
| 52 |
+
"names": [
|
| 53 |
+
"height",
|
| 54 |
+
"width",
|
| 55 |
+
"channel"
|
| 56 |
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],
|
| 57 |
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"info": {
|
| 58 |
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"video.height": 1080,
|
| 59 |
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"video.width": 1920,
|
| 60 |
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"video.codec": "av1",
|
| 61 |
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"video.pix_fmt": "yuv420p",
|
| 62 |
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"video.is_depth_map": false,
|
| 63 |
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"video.fps": 30,
|
| 64 |
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"video.channels": 3,
|
| 65 |
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"has_audio": false
|
| 66 |
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}
|
| 67 |
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},
|
| 68 |
+
"observation.state": {
|
| 69 |
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"dtype": "float32",
|
| 70 |
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"shape": [
|
| 71 |
+
12
|
| 72 |
+
],
|
| 73 |
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"names": [
|
| 74 |
+
"PSM1_js_outer_yaw",
|
| 75 |
+
"PSM1_js_outer_pitch",
|
| 76 |
+
"PSM1_js_outer_insertion",
|
| 77 |
+
"PSM1_js_outer_roll",
|
| 78 |
+
"PSM1_js_outer_wrist_pitch",
|
| 79 |
+
"PSM1_js_outer_wrist_yaw",
|
| 80 |
+
"PSM2_js_outer_yaw",
|
| 81 |
+
"PSM2_js_outer_pitch",
|
| 82 |
+
"PSM2_js_outer_insertion",
|
| 83 |
+
"PSM2_js_outer_roll",
|
| 84 |
+
"PSM2_js_outer_wrist_pitch",
|
| 85 |
+
"PSM2_js_outer_wrist_yaw"
|
| 86 |
+
]
|
| 87 |
+
},
|
| 88 |
+
"action": {
|
| 89 |
+
"dtype": "float32",
|
| 90 |
+
"shape": [
|
| 91 |
+
14
|
| 92 |
+
],
|
| 93 |
+
"names": [
|
| 94 |
+
"PSM1_pos_x",
|
| 95 |
+
"PSM1_pos_y",
|
| 96 |
+
"PSM1_pos_z",
|
| 97 |
+
"PSM1_ori_x",
|
| 98 |
+
"PSM1_ori_y",
|
| 99 |
+
"PSM1_ori_z",
|
| 100 |
+
"PSM1_ori_w",
|
| 101 |
+
"PSM2_pos_x",
|
| 102 |
+
"PSM2_pos_y",
|
| 103 |
+
"PSM2_pos_z",
|
| 104 |
+
"PSM2_ori_x",
|
| 105 |
+
"PSM2_ori_y",
|
| 106 |
+
"PSM2_ori_z",
|
| 107 |
+
"PSM2_ori_w"
|
| 108 |
+
]
|
| 109 |
+
},
|
| 110 |
+
"instruction.text": {
|
| 111 |
+
"dtype": "string",
|
| 112 |
+
"shape": [
|
| 113 |
+
1
|
| 114 |
+
],
|
| 115 |
+
"description": "Natural language task description"
|
| 116 |
+
},
|
| 117 |
+
"observation.meta.demo_type": {
|
| 118 |
+
"dtype": "string",
|
| 119 |
+
"shape": [
|
| 120 |
+
1
|
| 121 |
+
],
|
| 122 |
+
"names": [
|
| 123 |
+
"value"
|
| 124 |
+
]
|
| 125 |
+
},
|
| 126 |
+
"timestamp": {
|
| 127 |
+
"dtype": "float32",
|
| 128 |
+
"shape": [
|
| 129 |
+
1
|
| 130 |
+
],
|
| 131 |
+
"names": null
|
| 132 |
+
},
|
| 133 |
+
"frame_index": {
|
| 134 |
+
"dtype": "int64",
|
| 135 |
+
"shape": [
|
| 136 |
+
1
|
| 137 |
+
],
|
| 138 |
+
"names": null
|
| 139 |
+
},
|
| 140 |
+
"episode_index": {
|
| 141 |
+
"dtype": "int64",
|
| 142 |
+
"shape": [
|
| 143 |
+
1
|
| 144 |
+
],
|
| 145 |
+
"names": null
|
| 146 |
+
},
|
| 147 |
+
"index": {
|
| 148 |
+
"dtype": "int64",
|
| 149 |
+
"shape": [
|
| 150 |
+
1
|
| 151 |
+
],
|
| 152 |
+
"names": null
|
| 153 |
+
},
|
| 154 |
+
"task_index": {
|
| 155 |
+
"dtype": "int64",
|
| 156 |
+
"shape": [
|
| 157 |
+
1
|
| 158 |
+
],
|
| 159 |
+
"names": null
|
| 160 |
+
}
|
| 161 |
+
},
|
| 162 |
+
"task_prompts": {
|
| 163 |
+
"Needle_extraction": "Extract the needle from the plastic phantom",
|
| 164 |
+
"Needle_grasping": "Grasp the needle from the plastic phantom",
|
| 165 |
+
"Needle_insertion": "Insert the needle into the plastic phantom",
|
| 166 |
+
"Needle_positioning": "Position the needle for suturing",
|
| 167 |
+
"Needle_transfer_left_right": "Transfer the needle from left to right arms",
|
| 168 |
+
"Needle_transfer_right_left": "Transfer the needle from right to left arms",
|
| 169 |
+
"Tissue_lift": "Lift the plastic phantom to expose the workspace"
|
| 170 |
+
},
|
| 171 |
+
"source_path": "/mnt/mitic-nas/Open_H_Embodiment/MITIC_UNITO/Plastic_pad",
|
| 172 |
+
"labels_used": {
|
| 173 |
+
"recovery": 73,
|
| 174 |
+
"perfect": 430,
|
| 175 |
+
"failure": 47
|
| 176 |
+
}
|
| 177 |
+
}
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/modality.json
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"video": {
|
| 3 |
+
"endoscope_left": {
|
| 4 |
+
"original_key": "observation.images.endoscope.left"
|
| 5 |
+
},
|
| 6 |
+
"endoscope_right": {
|
| 7 |
+
"original_key": "observation.images.endoscope.right"
|
| 8 |
+
}
|
| 9 |
+
},
|
| 10 |
+
"state": {
|
| 11 |
+
"psm1_joints": {
|
| 12 |
+
"start": 0,
|
| 13 |
+
"end": 6
|
| 14 |
+
},
|
| 15 |
+
"psm2_joints": {
|
| 16 |
+
"start": 6,
|
| 17 |
+
"end": 12
|
| 18 |
+
},
|
| 19 |
+
"psm1_pose": {
|
| 20 |
+
"start": 0,
|
| 21 |
+
"end": 7,
|
| 22 |
+
"original_key": "action"
|
| 23 |
+
},
|
| 24 |
+
"psm2_pose": {
|
| 25 |
+
"start": 7,
|
| 26 |
+
"end": 14,
|
| 27 |
+
"original_key": "action"
|
| 28 |
+
}
|
| 29 |
+
},
|
| 30 |
+
"action": {
|
| 31 |
+
"psm1_pose": {
|
| 32 |
+
"start": 0,
|
| 33 |
+
"end": 7
|
| 34 |
+
},
|
| 35 |
+
"psm2_pose": {
|
| 36 |
+
"start": 7,
|
| 37 |
+
"end": 14
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
"annotation": {
|
| 41 |
+
"instruction": {
|
| 42 |
+
"original_key": "instruction.text",
|
| 43 |
+
"is_text": true
|
| 44 |
+
}
|
| 45 |
+
}
|
| 46 |
+
}
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/percentile_stats.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/relative_stats.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{}
|
Surgical/turin/mitic_lerobot_plastic_pad/meta/stats.json
ADDED
|
@@ -0,0 +1,206 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"observation.state": {
|
| 3 |
+
"mean": [
|
| 4 |
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|
| 5 |
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| 6 |
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|
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|
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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],
|
| 17 |
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"std": [
|
| 18 |
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|
| 19 |
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|
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