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Needle Guidance for Autonomus UGRA

Data for the accompanying paper:

"Nerve Block Target Localization and Needle Guidance for Autonomous Robotic Ultrasound Guided Regional Anesthesia", Submitted to IROS-2024

Dataset

We share a deidentified set of 227 ultrasound videos of brachial plexus region and their ground truth annotations.

  • data folder contains folders for each of the 3 ultrasound machines
  • Corresponding nerve plexus annotation text files available in the data/<machine>/bb_annotations/ folder. The union of bounding boxes in annotations is used as a single mask for each frame. Individual bounding boxes do not have any meaning.
  • Active contour generated mask of nerve plexus for each frame of each video chosen by anaesthesiologists in ac_masks folder
  • Needle annotations available in data/Sonosite/needle/ folder.
  • These deidentified videos are shared with a non-commerical data use agreement.

Demo Examples

Needle Trajectory guidance towards regional anesthesia target:

  • Green: The needle trajectory intersects with the target anesthesia region
  • Yellow: The trajectory is between the anesthesia targets
  • Red: The trahectory misses the anesthesia targets

Supraclavicular brachial plexus segmentation for three distinct frequency gain settings in ultrasound.

  • Red contours are ground truth annotated by expert anesthetists
  • Blue masks are predictions by the neural network
High Gain Medium Gain Low Gain

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Brachial Plexus and needles annotations data in ultrasound videos

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