paper-with-me

Papers

Collaborative Robotic Biopsy with Trajectory Guidance and Needle Tip Force Feedback

2023-06-12 · Robin Mieling, Maximilian Neidhardt, Sarah Latus, Carolin Stapper, Stefan Gerlach, Inga Kniep, Axel Heinemann, Benjamin Ondruschka, Alexander Schlaefer

The diagnostic value of biopsies is highly dependent on the placement of needles. Robotic trajectory guidance has been shown to improve needle positioning, but feedback for real-time navigation is limited. Haptic display of needle tip forces can provide rich feedback for needle navigation by enabling localization of tissue structures along the insertion path. We present a collaborative robotic biopsy system that combines trajectory guidance with kinesthetic feedback to assist the physician in needle placement. The robot aligns the needle while the insertion is performed in collaboration with a medical expert who controls the needle position on site. We present a needle design that senses forces at the needle tip based on optical coherence tomography and machine learning for real-time data processing. Our robotic setup allows operators to sense deep tissue interfaces independent of frictional forces to improve needle placement relative to a desired target structure. We first evaluate needle tip force sensing in ex-vivo tissue in a phantom study. We characterize the tip forces during insertions with constant velocity and demonstrate the ability to detect tissue interfaces in a collaborative user study. Participants are able to detect 91% of ex-vivo tissue interfaces based on needle tip force feedback alone. Finally, we demonstrate that even smaller, deep target structures can be accurately sampled by performing post-mortem in situ biopsies of the pancreas.

📄 PDF Abstract BibTeX arXiv:2306.07129

Code (0)

등록된 구현이 없습니다.

Tasks

Diagnostic

Similar Papers 제목 키워드 기반

Needle Biopsy And Fiber-Optic Compatible Robotic Insertion Platform

2025-08-30 · Fanxin Wang, Yikun Cheng, Chuyuan Tao, Rohit Bhargava 외 arxiv

Tissue biopsy is the gold standard for diagnosing many diseases, involving the extraction of diseased tissue for histopathology analysis by expert pathologists. However, this procedure has two main limitations: 1) Manual…

Transformer Based Tissue Classification in Robotic Needle Biopsy

2024-09-07 · Fanxin Wang, Yikun Cheng, Sudipta S Mukherjee, Rohit Bhargava 외

Image-guided minimally invasive robotic surgery is commonly employed for tasks such as needle biopsies or localized therapies. However, the nonlinear deformation of various tissue types presents difficulties for surgeons…

Classification

Nerve Block Target Localization and Needle Guidance for Autonomous Robotic Ultrasound Guided Regional Anesthesia

2023-08-07 · Abhishek Tyagi, Abhay Tyagi, Manpreet Kaur, Richa Aggarwal 외

Visual servoing for the development of autonomous robotic systems capable of administering UltraSound (US) guided regional anesthesia requires real-time segmentation of nerves, needle tip localization and needle trajecto…

Anatomyobject-detectionObject DetectionObject Tracking+1

Needle tip force estimation by deep learning from raw spectral OCT data

2020-06-30 · M. Gromniak, N. Gessert, T. Saathoff, A. Schlaefer

Purpose. Needle placement is a challenging problem for applications such as biopsy or brachytherapy. Tip force sensing can provide valuable feedback for needle navigation inside the tissue. For this purpose, fiber-optica…

Image ReconstructionRobust Design

A temporal enhanced semi-supervised segmentation network for needle detection in 3D ultrasound images

2024-05-21 · journal 2024 5 · Mingwei Wen1, Pavel Shcherbakov2, Yang Xu1, 3 외

Objective. Automated biopsy needle segmentation in 3D ultrasound images can be used for biopsy navigation, but it is quite challenging due to the low ultrasound image resolution and interference similar to the needle app…

Image SegmentationMedical Image SegmentationPositionSegmentation+1