Surgery

Latest AI and machine learning research in surgery for healthcare professionals.

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SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection

Background: We evaluate SAM 2 for surgical scene understanding by examining its semantic segmentation capabilities for organs/tissues both in zero-shot scenarios and after fine-tuning. Methods: We utilized five public datasets to evaluate and fine-tune SAM 2 for segmenting anatomical tissues in surgical videos/images. Fine-tuning was applied to the image encoder and mask decoder. We limited trai...

High-Quality Virtual Single-Viewpoint Surgical Video: Geometric Autocalibration of Multiple Cameras in Surgical Lights

Occlusion-free video generation is challenging due to surgeons' obstructions in the camera field of view. Prior work has addressed this issue by installing multiple cameras on a surgical light, hoping some cameras will observe the surgical field with less occlusion. However, this special camera setup poses a new imaging challenge since camera configurations can change every time surgeons move th...

Top-K Maximum Intensity Projection Priors for 3D Liver Vessel Segmentation

Liver-vessel segmentation is an essential task in the pre-operative planning of liver resection. State-of-the-art 2D or 3D convolution-based methods...

The ethical considerations of integrating artificial intelligence into surgery: a review.

The integration of artificial intelligence (AI) into surgery raises significant ethical concerns, including the impact on autonomy, human authority an...

Mar 5 2025 39999009
Exploring Causality for HRI: A Case Study on Robotic Mental Well-being Coaching

One of the primary goals of Human-Robot Interaction (HRI) research is to develop robots that can interpret human behavior and adapt their responses ...

Catheter Detection and Segmentation in X-ray Images via Multi-task Learning

Automated detection and segmentation of surgical devices, such as catheters or wires, in X-ray fluoroscopic images have the potential to enhance ima...

S4D-Bio Audio Monitoring of Bone Cement Disintegration in Pulsating Fluid Jet Surgery under Laboratory Conditions

This study investigates a pulsating fluid jet as a novel precise, minimally invasive and cold technique for bone cement removal. We utilize the puls...

FlowPlan: Zero-Shot Task Planning with LLM Flow Engineering for Robotic Instruction Following

Robotic instruction following tasks require seamless integration of visual perception, task planning, target localization, and motion execution. How...

MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments

Operating rooms (ORs) are complex, high-stakes environments requiring precise understanding of interactions among medical staff, tools, and equipmen...

Tracking-Aware Deformation Field Estimation for Non-rigid 3D Reconstruction in Robotic Surgeries

Minimally invasive procedures have been advanced rapidly by the robotic laparoscopic surgery. The latter greatly assists surgeons in sophisticated a...

Calibration of the mechanical boundary conditions for a patient-specific thoracic aorta model including the heart motion effect

Objective: we propose a procedure for calibrating 4 parameters governing the mechanical boundary conditions (BCs) of a thoracic aorta (TA) model der...

One Patient's Annotation is Another One's Initialization: Towards Zero-Shot Surgical Video Segmentation with Cross-Patient Initialization

Video object segmentation is an emerging technology that is well-suited for real-time surgical video segmentation, offering valuable clinical assist...

Time-Varying Coronary Artery Deformation: A Dynamic Skinning Framework for Surgical Training

Purpose: This study proposes a novel anatomically-driven dynamic modeling framework for coronary arteries using skeletal skinning weights computatio...

Benchmarking ensemble machine learning algorithms for multi-class, multi-omics data integration in clinical outcome prediction.

The complementary information found in different modalities of patient data can aid in more accurate modelling of a patient's disease state and a bett...

Mar 4 2025 40116658
Deep learning implementation for extrahepatic bile duct detection during indocyanine green fluorescence-guided laparoscopic cholecystectomy: pilot study.

BACKGROUND: A real-time deep learning system was developed to identify the extrahepatic bile ducts during indocyanine green fluorescence-guided laparo...

Mar 4 2025 40119711
Surgical Vision World Model

Realistic and interactive surgical simulation has the potential to facilitate crucial applications, such as medical professional training and autono...

AVR: Active Vision-Driven Robotic Precision Manipulation with Viewpoint and Focal Length Optimization

Robotic manipulation within dynamic environments presents challenges to precise control and adaptability. Traditional fixed-view camera systems face...

Diffusion Stabilizer Policy for Automated Surgical Robot Manipulations

Intelligent surgical robots have the potential to revolutionize clinical practice by enabling more precise and automated surgical procedures. Howeve...

General Force Sensation for Tactile Robot

Robotic tactile sensors, including vision-based and taxel-based sensors, enable agile manipulation and safe human-robot interaction through force se...

LightEndoStereo: A Real-time Lightweight Stereo Matching Method for Endoscopy Images

Real-time acquisition of accurate depth of scene is essential for automated robotic minimally invasive surgery, and stereo matching with binocular e...

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