PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery

9 September 2021

Papers citing "PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery"

15 / 15 papers shown

Title
MIXPINN: Mixed-Material Simulations by Physics-Informed Neural Network Xintian Yuan Yunke Ao Boqi Chen Philipp Fuernstahl AI4CE 37 0 0 17 Mar 2025
Graph Neural Networks for modelling breast biomechanical compression Hadeel Awwad Eloy García Robert Martí MedIm AI4CE 21 1 0 10 Nov 2024
A Review on Organ Deformation Modeling Approaches for Reliable Surgical Navigation using Augmented Reality Zheng Han Qi Dou 38 0 0 05 Aug 2024
STMPL: Human Soft-Tissue Simulation Anton Agafonov Lihi Zelnik-Manor 27 0 0 13 Mar 2024
RBF-PINN: Non-Fourier Positional Embedding in Physics-Informed Neural Networks Chengxi Zeng T. Burghardt A. Gambaruto AI4CE 13 3 0 13 Feb 2024
Feature Mapping in Physics-Informed Neural Networks (PINNs) Chengxi Zeng T. Burghardt A. Gambaruto 41 1 0 10 Feb 2024
Physics-Encoded Graph Neural Networks for Deformation Prediction under Contact Mahdi Saleh Michael Sommersperger Nassir Navab F. Tombari AI4CE 30 3 0 05 Feb 2024
PhysRFANet: Physics-Guided Neural Network for Real-Time Prediction of Thermal Effect During Radiofrequency Ablation Treatment Minwoo Shin Minjee Seo Seonaeng Cho Juil Park J. Kwon Deukhee Lee Kyungho Yoon AI4CE 19 0 0 21 Dec 2023
Unveiling the Unseen Potential of Graph Learning through MLPs: Effective Graph Learners Using Propagation-Embracing MLPs Yong-Min Shin Won-Yong Shin 11 1 0 20 Nov 2023
Body Fat Estimation from Surface Meshes using Graph Neural Networks Tamara T. Mueller Si-Ping Zhou Sophie Starck F. Jungmann Alexander Ziller Orhun Aksoy Danylo Movchan R. Braren Georgios Kaissis Daniel Rueckert 3DH 26 3 0 13 Jul 2023
Domain-informed graph neural networks: a quantum chemistry case study Jay Morgan A. Paiement C. Klinke GNN 32 4 0 25 Aug 2022
Enhancing Mechanical Metamodels with a Generative Model-Based Augmented Training Dataset Hiba Kobeissi S. Mohammadzadeh Emma Lejeune AI4CE 38 15 0 08 Mar 2022
Physics-Informed Graph Learning Ciyuan Peng Feng Xia Vidya Saikrishna Huan Liu PINN AI4CE 31 6 0 22 Feb 2022
Analytically Integratable Zero-restlength Springs for Capturing Dynamic Modes unrepresented by Quasistatic Neural Networks Yongxu Jin Yushan Han Z. Geng Joseph Teran Ronald Fedkiw 19 5 0 25 Jan 2022
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 267 1,945 0 09 Jun 2018