Image de couverture de livre

Topology-Driven Fusion of nnU-Net and MedNeXt for Accurate Brain Tumor Segmentation on Sub-Saharan Africa Dataset

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Bohara, Prabin, Shrestha, Pralhad Kumar, Rai, Arpan, Lamgade, Usha Poudel, Raymond, Confidence, Zhang, Dong, Lorumbu, Aondona, Jones, Craig, Shakya, Mahesh, Khanal, Bishesh, Kulung, Pratibha
Format:	Preprint
Publié:	2026
Sujets:	Image and Video Processing Computer Vision and Pattern Recognition Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Parameter-efficient Fine-tuning for improved Convolutional Baseline for Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset
par: Adhikari, Bijay, et autres
Publié: (2024)

Fast‐MedNeXt: Accelerating the MedNeXt Architecture to Improve Brain Tumour Segmentation Efficiency
par: Bin Liu, et autres
Publié: (2024)

AI-Assisted Cervical Cancer Screening
par: Poudel, Kanchan, et autres
Publié: (2024)

Training Beyond Convergence: Grokking nnU-Net for Glioma Segmentation in Sub-Saharan MRI
par: Barakat, Mohtady, et autres
Publié: (2026)

Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy
par: Moradi, Nikoo, et autres
Publié: (2024)

EMedNeXt: An Enhanced Brain Tumor Segmentation Framework for Sub-Saharan Africa using MedNeXt V2 with Deep Supervision
par: Jaheen, Ahmed, et autres
Publié: (2025)

MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation
par: Roy, Saikat, et autres
Publié: (2023)

Optimizing Brain Tumor Segmentation with MedNeXt: BraTS 2024 SSA and Pediatrics
par: Hashmi, Sarim, et autres
Publié: (2024)

MedNet-PVS: A MedNeXt-Based Deep Learning Model for Automated Segmentation of Perivascular Spaces
par: Low, Zhen Xuen Brandon, et autres
Publié: (2025)

MedNeXt-v2: Scaling 3D ConvNeXts for Large-Scale Supervised Representation Learning in Medical Image Segmentation
par: Roy, Saikat, et autres
Publié: (2025)

Large Kernel MedNeXt for Breast Tumor Segmentation and Self-Normalizing Network for pCR Classification in Magnetic Resonance Images
par: Musah, Toufiq
Publié: (2025)

NLPineers@ NLU of Devanagari Script Languages 2025: Hate Speech Detection using Ensembling of BERT-based models
par: Guragain, Anmol, et autres
Publié: (2024)

Scaling nnU-Net for CBCT Segmentation
par: Isensee, Fabian, et autres
Publié: (2024)

Error analysis for parabolic optimal control problems with measure data in a nonconvex polygonal domain
par: Shakya, Pratibha
Publié: (2021)

Efficient Bayesian Uncertainty Estimation for nnU-Net
par: Zhao, Yidong, et autres
Publié: (2022)

The AI Pyramid A Conceptual Framework for Workforce Capability in the Age of AI
par: Khatri, Alok, et autres
Publié: (2026)

From Development to Deployment of AI-assisted Telehealth and Screening for Vision- and Hearing-threatening diseases in resource-constrained settings: Field Observations, Challenges and Way Forward
par: Shakya, Mahesh, et autres
Publié: (2025)

Left Atrial Segmentation with nnU-Net Using MRI
par: Hosseinabadi, Fatemeh, et autres
Publié: (2025)

nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation
par: Liu, Haixu, et autres
Publié: (2025)

Multiscale Encoder and Omni-Dimensional Dynamic Convolution Enrichment in nnU-Net for Brain Tumor Segmentation
par: Mistry, Sahaj K., et autres
Publié: (2024)

Privacy-Aware Federated nnU-Net for ECG Page Digitization
par: Nemati, Nader
Publié: (2025)

Auto-nnU-Net: Towards Automated Medical Image Segmentation
par: Becktepe, Jannis, et autres
Publié: (2025)

Automated Prostate Gland Segmentation in MRI Using nnU-Net
par: Rodriguez-Belenguer, Pablo, et autres
Publié: (2026)

Federated nnU-Net for Privacy-Preserving Medical Image Segmentation
par: Skorupko, Grzegorz, et autres
Publié: (2025)

Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification
par: Khanal, Bidur, et autres
Publié: (2024)

InceptionNeXt: When Inception Meets ConvNeXt
par: Yu, Weihao, et autres
Publié: (2023)

How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets?
par: Khanal, Bidur, et autres
Publié: (2024)

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

Budget-Aware Uncertainty for Radiotherapy Segmentation QA Using nnU-Net
par: Brioso, Ricardo Coimbra, et autres
Publié: (2026)

MRI Breast tissue segmentation using nnU-Net for biomechanical modeling
par: Pooyan, Melika, et autres
Publié: (2024)

Cracking the PUMA Challenge in 24 Hours with CellViT++ and nnU-Net
par: Shahamiri, Negar, et autres
Publié: (2025)

Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
par: Poudel, Kanchan, et autres
Publié: (2023)

EmoNeXt: an Adapted ConvNeXt for Facial Emotion Recognition
par: Boudouri, Yassine El, et autres
Publié: (2025)

How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation
par: Gunawardhana, Malitha, et autres
Publié: (2024)

Automated surgical planning with nnU-Net: delineation of the anatomy in hepatobiliary phase MRI
par: Olthof, Karin A., et autres
Publié: (2025)

Rel-UNet: Reliable Tumor Segmentation via Uncertainty Quantification in nnU-Net
par: Ziaee, Seyed Sina, et autres
Publié: (2025)

Multi-encoder nnU-Net outperforms transformer models with self-supervised pretraining
par: Otaghsara, Seyedeh Sahar Taheri, et autres
Publié: (2025)

Exploring Optical Flow Inclusion into nnU-Net Framework for Surgical Instrument Segmentation
par: Fernández-Rodríguez, Marcos, et autres
Publié: (2024)

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

Efficient Brain Tumor Segmentation Using1 Hybrid-Pruned nnU-Net2
par: Muhammad, Jameel, et autres
Publié: (2025)