Cover Image

Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Mengyuan, Chen, Yixiao, Tian, Anning, Wu, Xinmeng, Shen, Mozhi, Gong, Tianchou, Lee, Jeongkyu
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans
by: Zhang, Ye, et al.
Published: (2024)

Deep Learning Segmentation of Ascites on Abdominal CT Scans for Automatic Volume Quantification
by: Hou, Benjamin, et al.
Published: (2024)

XAG-Net: A Cross-Slice Attention and Skip Gating Network for 2.5D Femur MRI Segmentation
by: Ko, Byunghyun, et al.
Published: (2025)

Calculation of Femur Caput Collum Diaphyseal angle for X-Rays images using Semantic Segmentation
by: Abdullah, Muhammad, et al.
Published: (2024)

Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep Learning
by: Zhang, Zheyuan, et al.
Published: (2024)

Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI
by: Zhou, Lei, et al.
Published: (2024)

Deep Learning for Early Alzheimer Disease Detection with MRI Scans
by: Rafsan, Mohammad, et al.
Published: (2025)

Benchmarking and Explaining Deep Learning Cortical Lesion MRI Segmentation in Multiple Sclerosis
by: Molchanova, Nataliia, et al.
Published: (2025)

Benchmarking of Deep Learning Methods for Generic MRI Multi-Organ Abdominal Segmentation
by: Krishnaswamy, Deepa, et al.
Published: (2025)

Minimally Interactive Segmentation of Soft-Tissue Tumors on CT and MRI using Deep Learning
by: Spaanderman, Douwe J., et al.
Published: (2024)

Pioneering Precision in Lumbar Spine MRI Segmentation with Advanced Deep Learning and Data Enhancement
by: Ahmed, Istiak, et al.
Published: (2024)

Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation
by: Panfilov, Egor, et al.
Published: (2019)

Post-Mortem Human Iris Segmentation Analysis with Deep Learning
by: Hossain, Afzal, et al.
Published: (2024)

Enhancing Cell Instance Segmentation in Scanning Electron Microscopy Images via a Deep Contour Closing Operator
by: Robert, Florian, et al.
Published: (2024)

Multi-task Learning To Improve Semantic Segmentation Of CBCT Scans Using Image Reconstruction
by: Tschuchnig, Maximilian Ernst, et al.
Published: (2023)

VRXU-net: A Deep Learning Approach for Brain Ischemic Stroke Lesion Detection and Segmentation in T1W MRI
by: Mobarakeh, Sayed Amir Mousavi
Published: (2026)

TotalSegmentator MRI: Robust Sequence-independent Segmentation of Multiple Anatomic Structures in MRI
by: D'Antonoli, Tugba Akinci, et al.
Published: (2024)

SAMRI: Segment Any MRI
by: Wang, Zhao, et al.
Published: (2025)

Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans
by: Dwedari, Mohammed Munzer, et al.
Published: (2024)

Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images
by: Kundu, Bipasha, et al.
Published: (2024)

Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans
by: Huang, Haishan, et al.
Published: (2025)

Enhancing Single-Slice Segmentation with 3D-to-2D Unpaired Scan Distillation
by: Yu, Xin, et al.
Published: (2024)

A Systematic Study of Deep Learning Models and xAI Methods for Region-of-Interest Detection in MRI Scans
by: Yiu, Justin, et al.
Published: (2025)

BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans
by: Song, Hongkang, et al.
Published: (2024)

Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients
by: Monzon, Maria, et al.
Published: (2024)

Deep-Learning Recognition of Scanning Transmission Electron Microscopy: Quantifying and Mitigating the Influence of Gaussian Noises
by: Zhang, Hanlei, et al.
Published: (2024)

BC-MRI-SEG: A Breast Cancer MRI Tumor Segmentation Benchmark
by: Bilic, Anthony, et al.
Published: (2024)

Using a Convolutional Neural Network and Explainable AI to Diagnose Dementia Based on MRI Scans
by: Morris, Tyler, et al.
Published: (2024)

Deep Learning Pipeline for Fully Automated Myocardial Infarct Segmentation from Clinical Cardiac MR Scans
by: Schwab, Matthias, et al.
Published: (2025)

Distribution-Aware Replay for Continual MRI Segmentation
by: Lemke, Nick, et al.
Published: (2024)

Performance Evaluation of Vanilla, Residual, and Dense 2D U-Net Architectures for Skull Stripping of Augmented 3D T1-weighted MRI Head Scans
by: Pimpalkar, Anway S., et al.
Published: (2022)

Evaluation of Machine Learning Reconstruction Techniques for Accelerated Brain MRI Scans
by: Mandel, Jonathan I., et al.
Published: (2025)

Comparative Analysis of Deep Learning Models for Olive Tree Crown and Shadow Segmentation Towards Biovolume Estimation
by: Demissie, Wondimagegn Abebe, et al.
Published: (2025)

Semantic Segmentation in Satellite Hyperspectral Imagery by Deep Learning
by: Justo, Jon Alvarez, et al.
Published: (2023)

Large Scale MRI Collection and Segmentation of Cirrhotic Liver
by: Jha, Debesh, et al.
Published: (2024)

Rethink Domain Generalization in Heterogeneous Sequence MRI Segmentation
by: Zhang, Zheyuan, et al.
Published: (2025)

Segmentation-guided MRI reconstruction for meaningfully diverse reconstructions
by: Morshuis, Jan Nikolas, et al.
Published: (2024)

Bayesian Neural Networks for 2D MRI Segmentation
by: Konathala, Lohith
Published: (2023)

Anatomy-Informed Deep Learning and Radiomics for Automated Neurofibroma Segmentation in Whole-Body MRI
by: Kolokolnikov, Georgii, et al.
Published: (2025)

Deep Learning-Driven Segmentation of Ischemic Stroke Lesions Using Multi-Channel MRI
by: Rahman, Ashiqur, et al.
Published: (2025)