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  1. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000018.mp4 +3 -0
  2. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000019.mp4 +3 -0
  3. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000050.mp4 +3 -0
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  5. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000128.mp4 +3 -0
  6. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000142.mp4 +3 -0
  7. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000178.mp4 +3 -0
  8. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000212.mp4 +3 -0
  9. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000216.mp4 +3 -0
  10. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000218.mp4 +3 -0
  11. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000229.mp4 +3 -0
  12. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000245.mp4 +3 -0
  13. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000248.mp4 +3 -0
  14. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000335.mp4 +3 -0
  15. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000398.mp4 +3 -0
  16. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000404.mp4 +3 -0
  17. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000439.mp4 +3 -0
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  25. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000588.mp4 +3 -0
  26. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000593.mp4 +3 -0
  27. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000599.mp4 +3 -0
  28. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000607.mp4 +3 -0
  29. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000614.mp4 +3 -0
  30. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000657.mp4 +3 -0
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  32. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000719.mp4 +3 -0
  33. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000740.mp4 +3 -0
  34. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000773.mp4 +3 -0
  35. Surgical/turin/mitic_lerobot_ex_vivo/videos/chunk-000/observation.images.endoscope.right/episode_000774.mp4 +3 -0
  36. Surgical/turin/mitic_lerobot_plastic_pad/meta/README.md +160 -0
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+ # DVRK Suturing Subtasks Dataset - README
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+
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+ ---
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+
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+ ## At a Glance
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+
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+ Teleoperated demonstrations of a dVRK robot performing suturing subtasksk, like tissue lifting, needle insertion, needle extraction, knot tying on plastic phantom.
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+
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+ ---
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+
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+ ## Dataset Overview
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+
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+ | | |
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+ | :--- | :--- |
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+ | **Total Trajectories** | 550 |
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+ | **Total Hours** | [TO be filled] |
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+ | **Data Type** | Ex-Vivo |
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+ | **License** | CC BY 4.0 |
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+ | **Version** | 1.0 |
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+
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+ ---
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+
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+ ## Tasks & Domain
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+
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+ ### Domain
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+
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+ - [x] **Surgical Robotics**
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+ - [ ] **Ultrasound Robotics**
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+ - [ ] **Other Healthcare Robotics**
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+
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+ ### Demonstrated Skills
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+
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+ - Bimanual manipulation
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+ - Pick and place
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+ - Needle handling
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+ - Knot tying
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+ - Soft tissue manipulation
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+
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+ ---
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+
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+ ## Data Collection Details
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+
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+ ### Collection Method
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+
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+ - [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
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