Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available 5 Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available 5 CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Mar 4, 2021 Image Segmentation Inductive Bias
Code Code Available 5 FCN-Transformer Feature Fusion for Polyp Segmentation Aug 17, 2022 Lesion Detection Medical Image Segmentation
Code Code Available 5 Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Jul 2, 2021 Data Augmentation Image Reconstruction
Code Code Available 5 Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation Jul 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation Jun 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Feature Alignment and Uniformity for Test Time Adaptation Mar 20, 2023 Domain Generalization Image Segmentation
Code Code Available 5 CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation Jun 9, 2024 Cardiac Segmentation Decoder
Code Code Available 5 Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation Jan 11, 2023 Image Segmentation Left Atrium Segmentation
Code Code Available 5 Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation Oct 8, 2023 Data Augmentation Image Segmentation
Code Code Available 5 Brain Tumor Segmentation with Deep Neural Networks May 13, 2015 Brain Tumor Segmentation Medical Image Segmentation
Code Code Available 5 fastMONAI: A low-code deep learning library for medical image analysis Sep 26, 2023 Medical Image Analysis Medical Image Classification
Code Code Available 5 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available 5 FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images Mar 14, 2024 3D Medical Imaging Segmentation GPU
Code Code Available 5 Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Feb 8, 2022 Contrastive Learning Image Segmentation
Code Code Available 5 Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges Jul 30, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation Jan 8, 2022 Brain Segmentation Domain Adaptation
Code Code Available 5 C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation Jun 9, 2025 Contrastive Learning Diagnostic
Code Code Available 5 Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available 5 Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion Feb 4, 2022 Computational Efficiency Image Registration
Code Code Available 5 CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks Mar 28, 2020 3D Medical Imaging Segmentation Action Recognition
Code Code Available 5 A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image Jul 22, 2021 Image Quality Assessment Medical Image Segmentation
Code Code Available 5 D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation Jan 3, 2022 Decoder Image Segmentation
Code Code Available 5 FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation Apr 7, 2024 Data Augmentation Domain Adaptation
Code Code Available 5 A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities May 30, 2019 Diversity Inductive Bias
Code Code Available 5 CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Sep 22, 2020 Image Segmentation Lesion Segmentation
Code Code Available 5 From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Oct 31, 2023 Decoder Denoising
Code Code Available 5 FastGeodis: Fast Generalised Geodesic Distance Transform Jul 26, 2022 CPU GPU
Code Code Available 5 A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation Apr 5, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Aug 16, 2021 Medical Image Segmentation Segmentation
Code Code Available 5 FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification Jul 17, 2024 CPU Domain Adaptation
Code Code Available 5 CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Sep 23, 2022 Contrastive Learning Image Segmentation
Code Code Available 5 An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation Jul 3, 2024 Domain Adaptation Image Segmentation
Code Code Available 5 Cardiac Segmentation with Strong Anatomical Guarantees Jun 15, 2020 Cardiac Segmentation Image Segmentation
Code Code Available 5 Medical Image Segmentation via Unsupervised Convolutional Neural Network Jan 28, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 5 DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation Oct 19, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise Dec 20, 2023 Federated Learning Image Segmentation
Code Code Available 5 Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration Aug 8, 2022 Image Restoration Image Segmentation
Code Code Available 5 Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available 5 CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention Mar 20, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 5 FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling Nov 3, 2023 Fairness Image Segmentation
Code Code Available 5 Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Nov 24, 2021 Data Augmentation Domain Generalization
Code Code Available 5 CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation Jan 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation Dec 30, 2020 Colorectal Polyps Characterization Decision Making
Code Code Available 5 CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Nov 22, 2022 Disentanglement Domain Generalization
Code Code Available 5 DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation May 31, 2020 Decoder Image Segmentation
Code Code Available 5 Boundary loss for highly unbalanced segmentation Dec 17, 2018 Brain Lesion Segmentation From Mri Ischemic Stroke Lesion Segmentation
Code Code Available 5 False Negative/Positive Control for SAM on Noisy Medical Images Aug 20, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 