Cover Image

Adult Glioma Segmentation in Sub-Saharan Africa using Transfer Learning on Stratified Finetuning Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Parida, Abhijeet, Capellán-Martín, Daniel, Jiang, Zhifan, Tapp, Austin, Liu, Xinyang, Anwar, Syed Muhammad, Ledesma-Carbayo, María J., Linguraru, Marius George
Format:	Preprint
Published:	2024
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

Magnetic Resonance Imaging Feature-Based Subtyping and Model Ensemble for Enhanced Brain Tumor Segmentation
by: Jiang, Zhifan, et al.
Published: (2024)

Adaptable Segmentation Pipeline for Diverse Brain Tumors with Radiomic-guided Subtyping and Lesion-Wise Model Ensemble
by: Capellán-Martín, Daniel, et al.
Published: (2025)

Model Ensemble for Brain Tumor Segmentation in Magnetic Resonance Imaging
by: Capellán-Martín, Daniel, et al.
Published: (2024)

DiCoM -- Diverse Concept Modeling towards Enhancing Generalizability in Chest X-Ray Studies
by: Parida, Abhijeet, et al.
Published: (2024)

Data Alchemy: Mitigating Cross-Site Model Variability Through Test Time Data Calibration
by: Parida, Abhijeet, et al.
Published: (2024)

Improving Pre-trained Segmentation Models using Post-Processing
by: Parida, Abhijeet, et al.
Published: (2025)

Post-Processing Methods for Improving Accuracy in MRI Inpainting
by: Kulkarni, Nishad, et al.
Published: (2025)

Zero-Shot Pediatric Tuberculosis Detection in Chest X-Rays using Self-Supervised Learning
by: Capellán-Martín, Daniel, et al.
Published: (2024)

Quantitative Metrics for Benchmarking Medical Image Harmonization
by: Parida, Abhijeet, et al.
Published: (2024)

Lung-CADex: Fully automatic Zero-Shot Detection and Classification of Lung Nodules in Thoracic CT Images
by: Shaukat, Furqan, et al.
Published: (2024)

D-Rax: Domain-specific Radiologic assistant leveraging multi-modal data and eXpert model predictions
by: Nisar, Hareem, et al.
Published: (2024)

FeTTL: Federated Template and Task Learning for Multi-Institutional Medical Imaging
by: Parida, Abhijeet, et al.
Published: (2026)

MedLeak: Multimodal Medical Data Leakage in Secure Federated Learning with Crafted Models
by: Shi, Shanghao, et al.
Published: (2024)

Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan Africa
by: Chepchirchir, Rancy, et al.
Published: (2025)

Geometric Deep Learning for Automated Landmarking of Maxillary Arches on 3D Oral Scans from Newborns with Cleft Lip and Palate
by: Agaronyan, Artur, et al.
Published: (2025)

VolTA-3D: Self-Supervised Learning for Brain MRI using 3D Volumetric Token Alignment
by: Makawana, Amy, et al.
Published: (2026)

Parameter-efficient Fine-tuning for improved Convolutional Baseline for Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset
by: Adhikari, Bijay, et al.
Published: (2024)

Standardized Methods and Recommendations for Green Federated Learning
by: Tapp, Austin, et al.
Published: (2026)

MRI-to-CT Synthesis With Cranial Suture Segmentations Using A Variational Autoencoder Framework
by: Iyer, Krithika, et al.
Published: (2025)

A New Logic For Pediatric Brain Tumor Segmentation
by: Bengtsson, Max, et al.
Published: (2024)

Training Beyond Convergence: Grokking nnU-Net for Glioma Segmentation in Sub-Saharan MRI
by: Barakat, Mohtady, et al.
Published: (2026)

Domain-Adaptive Transformer for Data-Efficient Glioma Segmentation in Sub-Saharan MRI
by: Abolade, Ilerioluwakiiye, et al.
Published: (2025)

Optimizing the nnU-Net model for brain tumor (Glioma) segmentation Using a BraTS Sub-Saharan Africa (SSA) dataset
by: Kalu, Chukwuemeka Arua, et al.
Published: (2025)

CONSeg: Voxelwise Glioma Conformal Segmentation
by: Elyassirad, Danial, et al.
Published: (2025)

LUMEN: Longitudinal Multi-Modal Radiology Model for Prognosis and Diagnosis
by: Jiang, Zhifan, et al.
Published: (2026)

Transferring Knowledge from High-Quality to Low-Quality MRI for Adult Glioma Diagnosis
by: Zhao, Yanguang, et al.
Published: (2024)

EMedNeXt: An Enhanced Brain Tumor Segmentation Framework for Sub-Saharan Africa using MedNeXt V2 with Deep Supervision
by: Jaheen, Ahmed, et al.
Published: (2025)

Topology-Driven Fusion of nnU-Net and MedNeXt for Accurate Brain Tumor Segmentation on Sub-Saharan Africa Dataset
by: Bohara, Prabin, et al.
Published: (2026)

EMeRALDS: Electronic Medical Record Driven Automated Lung Nodule Detection and Classification in Thoracic CT Images
by: Eman, Hafza, et al.
Published: (2025)

Resource-Efficient Glioma Segmentation on Sub-Saharan MRI
by: Sidume, Freedmore, et al.
Published: (2025)

SelfFed: Self-Supervised Federated Learning for Data Heterogeneity and Label Scarcity in Medical Images
by: Khowaja, Sunder Ali, et al.
Published: (2023)

Advanced Tumor Segmentation in Medical Imaging: An Ensemble Approach for BraTS 2023 Adult Glioma and Pediatric Tumor Tasks
by: Maani, Fadillah, et al.
Published: (2024)

PSAT: Pediatric Segmentation Approaches via Adult Augmentations and Transfer Learning
by: Kirscher, Tristan, et al.
Published: (2025)

Exploring Adult Glioma through MRI: A Review of Publicly Available Datasets to Guide Efficient Image Analysis
by: Andaloussi, Meryem Abbad, et al.
Published: (2024)

Computational Imaging Meets LLMs: Zero-Shot IDH Mutation Prediction in Brain Gliomas
by: Mahmood, Syed Muqeem, et al.
Published: (2025)

How We Won BraTS-SSA 2025: Brain Tumor Segmentation in the Sub-Saharan African Population Using Segmentation-Aware Data Augmentation and Model Ensembling
by: Ankomah, Claudia Takyi, et al.
Published: (2025)

Rewiring Development in Brain Segmentation: Leveraging Adult Brain Priors for Enhancing Infant MRI Segmentation
by: Nigru, Alemu Sisay, et al.
Published: (2025)

Unified HT-CNNs Architecture: Transfer Learning for Segmenting Diverse Brain Tumors in MRI from Gliomas to Pediatric Tumors
by: Zeineldin, Ramy A., et al.
Published: (2024)

Deep Learning-Based Approach for Automatic 2D and 3D MRI Segmentation of Gliomas
by: Janardhan, Kiranmayee, et al.
Published: (2025)

Intraoperative Glioma Segmentation with YOLO + SAM for Improved Accuracy in Tumor Resection
by: Kassam, Samir, et al.
Published: (2024)