Cover Image

Efficient Bayesian Uncertainty Estimation for nnU-Net

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Yidong, Yang, Changchun, Schweidtmann, Artur, Tao, Qian
Format:	Preprint
Published:	2022
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Budget-Aware Uncertainty for Radiotherapy Segmentation QA Using nnU-Net
by: Brioso, Ricardo Coimbra, et al.
Published: (2026)

Auto-nnU-Net: Towards Automated Medical Image Segmentation
by: Becktepe, Jannis, et al.
Published: (2025)

Federated nnU-Net for Privacy-Preserving Medical Image Segmentation
by: Skorupko, Grzegorz, et al.
Published: (2025)

Exploring Optical Flow Inclusion into nnU-Net Framework for Surgical Instrument Segmentation
by: Fernández-Rodríguez, Marcos, et al.
Published: (2024)

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

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

Scaling nnU-Net for CBCT Segmentation
by: Isensee, Fabian, et al.
Published: (2024)

UMambaAdj: Advancing GTV Segmentation for Head and Neck Cancer in MRI-Guided RT with UMamba and nnU-Net ResEnc Planner
by: Ren, Jintao, et al.
Published: (2024)

Automated Prostate Gland Segmentation in MRI Using nnU-Net
by: Rodriguez-Belenguer, Pablo, et al.
Published: (2026)

Cracking the PUMA Challenge in 24 Hours with CellViT++ and nnU-Net
by: Shahamiri, Negar, et al.
Published: (2025)

Multi-encoder nnU-Net outperforms transformer models with self-supervised pretraining
by: Otaghsara, Seyedeh Sahar Taheri, et al.
Published: (2025)

Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation
by: Zhao, Yidong, et al.
Published: (2024)

How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation
by: Gunawardhana, Malitha, et al.
Published: (2024)

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

nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation
by: Isensee, Fabian, et al.
Published: (2024)

Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net
by: Banerjee, Rohini, et al.
Published: (2024)

MRI Breast tissue segmentation using nnU-Net for biomechanical modeling
by: Pooyan, Melika, et al.
Published: (2024)

Advanced Tumor Segmentation in PET/CT Imaging: A Training Strategy Study with nnU-Net for AutoPET III
by: Alasmawi, Hussain
Published: (2026)

Conv-Adapter: Exploring Parameter Efficient Transfer Learning for ConvNets
by: Chen, Hao, et al.
Published: (2022)

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

Towards Reliable Pediatric Brain Tumor Segmentation: Task-Specific nnU-Net Enhancements
by: Li, Xiaolong, et al.
Published: (2025)

A Comprehensive Framework for Automated Segmentation of Perivascular Spaces in Brain MRI with the nnU-Net
by: Pham, William, et al.
Published: (2024)

MAE-Based Self-Supervised Pretraining for Data-Efficient Medical Image Segmentation Using nnFormer
by: Sureddi, R. M. Krishna, et al.
Published: (2026)

Selective Phase-Aware Training of nnU-Net for Robust Breast Cancer Segmentation in Multi-Center DCE-MRI
by: Zayim, Beyza, et al.
Published: (2025)

Training and Comparison of nnU-Net and DeepMedic Methods for Autosegmentation of Pediatric Brain Tumors
by: Vossough, Arastoo, et al.
Published: (2024)

Automated Lesion Segmentation of Stroke MRI Using nnU-Net: A Comprehensive External Validation Across Acute and Chronic Lesions
by: Truzman, Tammar, et al.
Published: (2026)

Prompt Engineering in Segment Anything Model: Methodologies, Applications, and Emerging Challenges
by: Jiang, Yidong
Published: (2025)

Dr$^2$Net: Dynamic Reversible Dual-Residual Networks for Memory-Efficient Finetuning
by: Zhao, Chen, et al.
Published: (2024)

Explicit Uncertainty Modeling for Active CLIP Adaptation with Dual Prompt Tuning
by: Wang, Qian-Wei, et al.
Published: (2026)

Chest X-ray Pneumothorax Segmentation Using EfficientNet-B4 Transfer Learning in a U-Net Architecture
by: Roque, Alvaro Aranibar, et al.
Published: (2025)

Lung tumor segmentation in MRI mice scans using 3D nnU-Net with minimum annotations
by: Kaniewski, Piotr, et al.
Published: (2024)

Bayes-DIC Net: Estimating Digital Image Correlation Uncertainty with Bayesian Neural Networks
by: Chen, Biao, 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)

AdURA-Net: Adaptive Uncertainty and Region-Aware Network
by: Roy, Antik Aich, et al.
Published: (2026)

Quantifying Uncertainty in Motion Prediction with Variational Bayesian Mixture
by: Lu, Juanwu, et al.
Published: (2024)

Uncertainty-Aware Wildfire Smoke Density Classification from Satellite Imagery via CBAM-Augmented EfficientNet with Evidential Deep Learning
by: Chodavarapu, Ranjith
Published: (2026)

USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network
by: Dayo, Joseph Emmanuel DL, et al.
Published: (2025)

Uncertainty-Aware ControlNet: Bridging Domain Gaps with Synthetic Image Generation
by: Niemeijer, Joshua, 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)

SD-Net: Symmetric-Aware Keypoint Prediction and Domain Adaptation for 6D Pose Estimation In Bin-picking Scenarios
by: Huang, Ding-Tao, et al.
Published: (2024)