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  1. Surgical/obuda/frs_dome_1/meta/README.md +214 -0
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  23. Surgical/obuda/needlethreading_2/videos/chunk-000/observation.images.endoscope.left/episode_000010.mp4 +3 -0
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Surgical/obuda/frs_dome_1/meta/README.md ADDED
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+ <!--
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+ Open-H Embodiment Dataset README Template (v1.0)
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+ Please fill out this template and include it in the ./metadata directory of your LeRobot dataset.
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+ This file helps others understand the context and details of your contribution.
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+ -->
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+
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+ # 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 da Vinci robot performing knot tying and suturing tasks on the FRS Dome 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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+ This dataset contains trajectories of a laparoscopic surgeon using the dVRK to perform knot tying and suturing practice tasks on the FRS Dome (phantom info: https://www.surgicalexcellence.org/frs-dome). It includes successful trials, failures, and recovery attempts as well.
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+
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+ | | |
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+ | :--- | :--- |
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+ | **Total Trajectories** | `102` |
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+ | **Total Hours** | `01:18:23` |
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+ | **Data Type** | `[ ] Clinical` `[ ] Ex-Vivo` `[X] Table-Top Phantom` `[ ] Digital Simulation` `[ ] Physical Simulation` `[ ] Other (If checked, update "Other")` |
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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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+
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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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+ - Knot tying
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+ - Suturing (stitching)
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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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+
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+ - [X] **Human Teleoperation**
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+ - [ ] **Programmatic/State-Machine**
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+ - [ ] **AI Policy / Autonomous**
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+ - [ ] **Other** (Please specify)
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+
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+ ### Operator Details
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+
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+ | | Description |
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+ | :--- | :--- |
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+ | **Operator Count** | `3` |
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+ | **Operator Skill Level** | `[X] Expert (Laparoscopic surgeon)` <br> `[ ] Intermediate (e.g., Trained Researcher)` <br> `[X] Novice (e.g., ML Researcher with minimal experience)` <br> `[ ] N/A` |
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+ | **Collection Period** | From `[2026-01-27]` to `[2026-01-28]` |
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+
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+ ### Recovery Demonstrations
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+
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+
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+ - [X] **Yes**
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+ - [ ] **No**
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+
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+ **If yes, please briefly describe the recovery process:**
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+
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+
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+ - Knot tying:
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+ - Re-grasping of the thread
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+ - Thread stuck on the tool but recovered
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+
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+ - Suturing: not distinguished
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+
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+
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+ ### Failure Demonstrations
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+
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+
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+ - [X] **Yes**
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+ - [ ] **No**
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+
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+ **If yes, please briefly describe the recovery process:**
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+
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+
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+ - Knot tying:
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+ - Thread stuck on tool
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+
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+ - Suturing: not distinguished
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+
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+
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+ ---
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+
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+ ## 💡 Diversity Dimensions
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+
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+
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+ - [X] **Camera Position / Angle**
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+ - [X] **Lighting Conditions**
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+ - [ ] **Target Object**
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+ - [ ] **Spatial Layout**
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+ - [ ] **Robot Embodiment**
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+ - [ ] **Task Execution**
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+ - [X] **Background / Scene**
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+ - [X] **Other** (Please specify: `Setup joints`, `Thread length`, `Technique`)
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+
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+
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+
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+ Details:
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+
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+ - Endoscope lighting was changed throughout the trials (all tasks)
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+ - Natural and ceiling background light changed (all tasks)
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+ - Camera positon was varied (all tasks)
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+ - Set up joint configuration was varied (all tasks)
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+ - Thread length was varied (suturing)
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+ - Different stitching techniques (suturing)
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+
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+
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+ ---
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+
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+ ## 🛠️ Equipment & Setup
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+
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+ ### Robotic Platform(s)
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+
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+
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+ - **Robot 1:** da Vinci Classic (with da Vinci Research Kit)
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+
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+ ### Sensors & Cameras
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+
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+
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+ | Type | Model/Details |
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+ | :--- | :--- |
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+ | **Primary Camera** | `Stereo Endoscopic Camera, 720x576 @ 30fps` |
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+ | **Wrist Camera** | `Endoscopic Camera (x2), 640x480 @ 30fps` |
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+ | **Realsense Camera** | `Realsense RGB + D Camera, 1280x720 @ 30fps` |
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+
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+ ---
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+
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+ ## 🎯 Action & State Space Representation
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+
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+
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+ ### Action Space Representation
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+
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+ **Primary Action Representation:**
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+ - [x] **Absolute Cartesian** (position/orientation relative to robot base)
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+ - [ ] **Relative Cartesian** (delta position/orientation from current pose)
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+ - [ ] **Joint Space** (direct joint angle commands)
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+ - [ ] **Other** (Please specify: `[Your Representation]`)
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+
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+ **Orientation Representation:**
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+ - [x] **Quaternions** (x, y, z, w)
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+ - [ ] **Euler Angles** (roll, pitch, yaw)
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+ - [ ] **Axis-Angle** (rotation vector)
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+ - [ ] **Rotation Matrix** (3x3 matrix)
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+ - [ ] **Other** (Please specify: `[Your Representation]`)
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+
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+ **Reference Frame:**
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+ - [x] **Robot Base Frame**
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+ - [ ] **Tool/End-Effector Frame**
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+ - [ ] **World/Global Frame**
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+ - [ ] **Camera Frame**
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+ - [ ] **Other** (Please specify: `[Your Frame]`)
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+
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+ **Action Dimensions:**
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+
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+ ```
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+ action: [x, y, z, qx, qy, qz, qw, gripper]
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+ - x, y, z: Absolute position in robot base frame (meters)
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+ - qx, qy, qz, qw: Absolute orientation as quaternion
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+ - gripper: Gripper opening angle (radians)
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+ ```
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+
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+ ### State Space Representation
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+
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+ **State Information Included:**
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+ - [ ] **Joint Positions** (all articulated joints)
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+ - [ ] **Joint Velocities**
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+ - [x] **End-Effector Pose** (Cartesian position/orientation)
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+ - [ ] **Force/Torque Readings**
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+ - [x] **Gripper State** (position, force, etc.)
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+ - [x] **Other** (Please specify: `[Set Up Joints Configuration], [Camera Pose]`)
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+
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+ **State Dimensions:**
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+
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+ ```
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+ observation.state: [x, y, z, qx, qy, qz, qw, gripper]
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+ - x, y, z: Absolute position in robot base frame (meters)
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+ - qx, qy, qz, qw: Absolute orientation as quaternion
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+ - gripper: Gripper opening angle (radians)
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+ ```
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+
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+ ### 📋 Additional Representations
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+
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+ ---
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+
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+ ## ⏱️ Data Synchronization Approach
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+
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+
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+ *Each modality (DeckLink cameras, USB cameras, and robotic kinematics) was recorded time-stamped on the same PC. A post-processing synchronization script segmented trials using explicit start/end markers and used the kinematic time series as the reference timeline. For each kinematic timestamp, the temporally nearest image frame from each camera stream was selected. The original stereoendoscope of the system is capable of only ~20FPS, thus the <50ms delay can not always be ensured.*
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+
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+ ---
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+
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+ ## 👥 Attribution & Contact
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+
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+
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+ | | |
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+ | :--- | :--- |
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+ | **Dataset Lead** | `[Kristóf Takács, Eszter Lukács, Kristóf Móga, Tamás Haidegger]` |
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+ | **Institution** | `[Obuda University]` |
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+ | **Contact Email** | `[krsitof.takacs@irob.uni-obuda.hu, eszter.lukacs@irob.uni-obuda.hu, kristof.moga@irob.uni-obuda.hu, haidegger@irob.uni-obuda.hu]` |
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+ | **Citation (BibTeX)** | |
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Surgical/obuda/frs_dome_1/meta/tasks.jsonl ADDED
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+ {"task_index": 0, "task": "Knot tying"}
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+ {"task_index": 1, "task": "Suturing"}
Surgical/obuda/frs_dome_1/meta/temporal_stats.json ADDED
The diff for this file is too large to render. See raw diff
 
Surgical/obuda/needlethreading_1/meta/README.md ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!--
2
+ Open-H Embodiment Dataset README Template (v1.0)
3
+ Please fill out this template and include it in the ./metadata directory of your LeRobot dataset.
4
+ This file helps others understand the context and details of your contribution.
5
+ -->
6
+
7
+ # README
8
+
9
+ ---
10
+
11
+ ## 📋 At a Glance
12
+
13
+ Teleoperated demonstrations with a da Vinci robot performing the "needle threading" surgical practice task.
14
+
15
+ ---
16
+
17
+ ## 📖 Dataset Overview
18
+
19
+ This dataset contains trajectories of novices using the dVRK to perform the "needle threading" surgical practice task. It includes successful trials, failures, and recovery attempts as well. One episode is defined as the threading of a string through the loop of an eye bolt.
20
+
21
+ | | |
22
+ | :--- | :--- |
23
+ | **Total Trajectories** | `196` |
24
+ | **Total Hours** | `00:57:16` |
25
+ | **Data Type** | `[ ] Clinical` `[ ] Ex-Vivo` `[X] Table-Top Phantom` `[ ] Digital Simulation` `[ ] Physical Simulation` `[ ] Other (If checked, update "Other")` |
26
+ | **License** | CC BY 4.0 |
27
+ | **Version** | `[1.0]` |
28
+
29
+ ---
30
+
31
+ ## 🎯 Tasks & Domain
32
+
33
+ ### Domain
34
+
35
+
36
+ - [X] **Surgical Robotics**
37
+ - [ ] **Ultrasound Robotics**
38
+ - [ ] **Other Healthcare Robotics**
39
+
40
+ ### Demonstrated Skills
41
+
42
+ - String threading
43
+
44
+ ---
45
+
46
+ ## 🔬 Data Collection Details
47
+
48
+ ### Collection Method
49
+
50
+
51
+ - [X] **Human Teleoperation**
52
+ - [ ] **Programmatic/State-Machine**
53
+ - [ ] **AI Policy / Autonomous**
54
+ - [ ] **Other** (Please specify)
55
+
56
+ ### Operator Details
57
+
58
+ | | Description |
59
+ | :--- | :--- |
60
+ | **Operator Count** | `3` |
61
+ | **Operator Skill Level** | `[ ] Expert (e.g., Surgeon, Sonographer)` <br> `[ ] Intermediate (e.g., Trained Researcher)` <br> `[X] Novice (e.g., ML Researcher with minimal experience)` <br> `[ ] N/A` |
62
+ | **Collection Period** | From `[2026-01-23]` to `[2026-01-26]` |
63
+
64
+ ### Recovery Demonstrations
65
+
66
+
67
+ - [X] **Yes**
68
+ - [ ] **No**
69
+
70
+ **If yes, please briefly describe the recovery process:**
71
+
72
+ - The string misses the ye of the bolt on the 1st attempt
73
+ - String is not grasped on 1st attempt during handover
74
+
75
+
76
+ ### Failure Demonstrations
77
+
78
+
79
+ - [X] **Yes**
80
+ - [ ] **No**
81
+
82
+ **If yes, please briefly describe the failures:**
83
+
84
+ - Tool collision
85
+ - Pushing the board by hitting the bolts with a tool
86
+ - Repeatedly missing the eye of the bolt
87
+
88
+ ---
89
+
90
+ ## 💡 Diversity Dimensions
91
+
92
+
93
+ - [X] **Camera Position / Angle**
94
+ - [X] **Lighting Conditions**
95
+ - [ ] **Target Object** (e.g., different phantom models, suture types)
96
+ - [X] **Spatial Layout** (Varying starting positions and board placement )
97
+ - [ ] **Robot Embodiment** (if multiple robots were used)
98
+ - [ ] **Task Execution** (e.g., different techniques for the same task)
99
+ - [X] **Background / Scene** (different colors in the background)
100
+ - [X] **Other** (Please specify: `[Setup joints]`)
101
+
102
+ *If you checked any of the above please briefly elaborate below.*
103
+
104
+ - Endoscope lighting was changed throughout the trials
105
+ - Camera positon was varied
106
+ - Set up joint configuration was varied
107
+ - The board and the string position at start were varied
108
+
109
+
110
+ ---
111
+
112
+ ## 🛠️ Equipment & Setup
113
+
114
+ ### Robotic Platform(s)
115
+
116
+ - **Robot 1:** da Vinci Classic (with da Vinci Research Kit)
117
+
118
+ ### Sensors & Cameras
119
+
120
+
121
+ | Type | Model/Details |
122
+ | :--- | :--- |
123
+ | **Primary Camera** | `Stereo Endoscopic Camera, 720x576 @ 30fps` |
124
+ | **Wrist Camera** | `Endoscopic Camera (x2), 640x480 @ 30fps` |
125
+ | **Realsense Camera** | `Realsense RGB + D Camera, 1280x720 @ 30fps` |
126
+
127
+ ---
128
+
129
+ ## 🎯 Action & State Space Representation
130
+
131
+
132
+ ### Action Space Representation
133
+
134
+ **Primary Action Representation:**
135
+ - [x] **Absolute Cartesian** (position/orientation relative to robot base)
136
+ - [ ] **Relative Cartesian** (delta position/orientation from current pose)
137
+ - [ ] **Joint Space** (direct joint angle commands)
138
+ - [ ] **Other** (Please specify: `[Your Representation]`)
139
+
140
+ **Orientation Representation:**
141
+ - [x] **Quaternions** (x, y, z, w)
142
+ - [ ] **Euler Angles** (roll, pitch, yaw)
143
+ - [ ] **Axis-Angle** (rotation vector)
144
+ - [ ] **Rotation Matrix** (3x3 matrix)
145
+ - [ ] **Other** (Please specify: `[Your Representation]`)
146
+
147
+ **Reference Frame:**
148
+ - [x] **Robot Base Frame**
149
+ - [ ] **Tool/End-Effector Frame**
150
+ - [ ] **World/Global Frame**
151
+ - [ ] **Camera Frame**
152
+ - [ ] **Other** (Please specify: `[Your Frame]`)
153
+
154
+ **Action Dimensions:**
155
+
156
+ ```
157
+ action: [x, y, z, qx, qy, qz, qw, gripper]
158
+ - x, y, z: Absolute position in robot base frame (meters)
159
+ - qx, qy, qz, qw: Absolute orientation as quaternion
160
+ - gripper: Gripper opening angle (radians)
161
+ ```
162
+
163
+ ### State Space Representation
164
+
165
+ **State Information Included:**
166
+ - [ ] **Joint Positions** (all articulated joints)
167
+ - [ ] **Joint Velocities**
168
+ - [x] **End-Effector Pose** (Cartesian position/orientation)
169
+ - [ ] **Force/Torque Readings**
170
+ - [x] **Gripper State** (position, force, etc.)
171
+ - [x] **Other** (Please specify: `[Set Up Joints Configuration], [Camera Pose]`)
172
+
173
+ **State Dimensions:**
174
+
175
+ ```
176
+ observation.state: [x, y, z, qx, qy, qz, qw, gripper]
177
+ - x, y, z: Absolute position in robot base frame (meters)
178
+ - qx, qy, qz, qw: Absolute orientation as quaternion
179
+ - gripper: Gripper opening angle (radians)
180
+ ```
181
+
182
+ ### 📋 Additional Representations
183
+
184
+ ---
185
+
186
+ ## ⏱️ Data Synchronization Approach
187
+
188
+
189
+ *Each modality (DeckLink cameras, USB cameras, and robotic kinematics) was recorded time-stamped on the same PC. A post-processing synchronization script segmented trials using explicit start/end markers and used the kinematic time series as the reference timeline. For each kinematic timestamp, the temporally nearest image frame from each camera stream was selected. The original stereoendoscope of the system is capable of only ~20FPS, thus the <50ms delay can not always be ensured.*
190
+
191
+ ---
192
+
193
+ ## 👥 Attribution & Contact
194
+
195
+
196
+ | | |
197
+ | :--- | :--- |
198
+ | **Dataset Lead** | `[Kristóf Takács, Eszter Lukács, Tamás Haidegger]` |
199
+ | **Institution** | `[Obuda University]` |
200
+ | **Contact Email** | `[krsitof.takacs@irob.uni-obuda.hu, eszter.lukacs@irob.uni-obuda.hu, haidegger@irob.uni-obuda.hu]` |
201
+ | **Citation (BibTeX)** | |
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