An Elastic Interaction-Based Loss Function for Medical Image Segmentation Jul 6, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 5 Learning to Segment from Noisy Annotations: A Spatial Correction Approach Jul 21, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation Mar 8, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 5 MDD-UNet: Domain Adaptation for Medical Image Segmentation with Theoretical Guarantees, a Proof of Concept Dec 19, 2023 Decoder Domain Adaptation
Code Code Available 5 Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation Feb 13, 2023 Diagnostic Image Segmentation
Code Code Available 5 ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation Jul 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Feb 8, 2021 Image Segmentation Medical Image Analysis
Code Code Available 5 BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Mar 30, 2025 cross-modal alignment Image Segmentation
Code Code Available 5 DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Dec 21, 2022 Image Segmentation Lesion Segmentation
Code Code Available 5 Learning Site-specific Styles for Multi-institutional Unsupervised Cross-modality Domain Adaptation Nov 21, 2023 Domain Adaptation Medical Image Analysis
Code Code Available 5 Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation Jan 1, 2024 Data Augmentation Image Segmentation
Code Code Available 5 3D MRI Synthesis with Slice-Based Latent Diffusion Models: Improving Tumor Segmentation Tasks in Data-Scarce Regimes Jun 8, 2024 Data Augmentation Image Generation
Code Code Available 5 CateNorm: Categorical Normalization for Robust Medical Image Segmentation Mar 29, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 5 MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation Jan 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Jul 5, 2023 Efficient ViTs Image Segmentation
Code Code Available 5 Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Jul 10, 2021 Anatomy Domain Adaptation
Code Code Available 5 MatchSeg: Towards Better Segmentation via Reference Image Matching Mar 23, 2024 Domain Generalization Few-Shot Learning
Code Code Available 5 Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Aug 31, 2019 Image Segmentation Lesion Segmentation
Code Code Available 5 BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset Aug 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Feb 8, 2023 Image Segmentation Medical Image Analysis
Code Code Available 5 MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Jun 2, 2022 Data Augmentation Decoder
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 Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation Mar 15, 2021 Cardiac Segmentation Contrastive Learning
Code Code Available 5 MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Sep 16, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! May 3, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 5 AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Jul 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation Nov 28, 2023 Decoder Diversity
Code Code Available 5 Dual Cross-Attention for Medical Image Segmentation Mar 30, 2023 Decoder
Code Code Available 5 Masked Diffusion as Self-supervised Representation Learner Aug 10, 2023 Denoising Medical Image Segmentation
Code Code Available 5 MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation May 15, 2023 Decoder Flood extent forecasting
Code Code Available 5 DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Jun 1, 2023 Decoder Domain Generalization
Code Code Available 5 DOMINO: Domain-aware Model Calibration in Medical Image Segmentation Sep 13, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images Jul 26, 2020 Decoder Image Segmentation
Code Code Available 5 MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Nov 3, 2022 Image Segmentation Lesion Segmentation
Code Code Available 5 Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation Sep 13, 2021 Decoder Domain Generalization
Code Code Available 5 BerDiff: Conditional Bernoulli Diffusion Model for Medical Image Segmentation Apr 10, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Jun 8, 2020 Cell Segmentation Colorectal Polyps Characterization
Code Code Available 5 Densely Connected Convolutional Networks Aug 25, 2016 Breast Tumour Classification Classification
Code Code Available 5 Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy Jul 17, 2024 Denoising Image Denoising
Code Code Available 5 Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Sep 18, 2021 Domain Generalization Image Segmentation
Code Code Available 5 Benchmarking saliency methods for chest X-ray interpretation Oct 10, 2022 Benchmarking Decision Making
Code Code Available 5 MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery Dec 29, 2022 Anatomy Data Augmentation
Code Code Available 5 M3D-NCA: Robust 3D Segmentation with Built-in Quality Control Sep 6, 2023 Hippocampus Image Segmentation
Code Code Available 5 MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation Sep 19, 2024 Computational Efficiency Image Segmentation
Code Code Available 5 DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution Sep 30, 2023 Computational Efficiency Image Segmentation
Code Code Available 5 Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Jun 8, 2023 Disentanglement Domain Adaptation
Code Code Available 5 Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis Feb 11, 2023 Contrastive Learning Image Segmentation
Code Code Available 5 DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Jun 12, 2021 Decoder Image Segmentation
Code Code Available 5 D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Mar 15, 2024 Brain Tumor Segmentation Image Segmentation
Code Code Available 5 DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets Nov 20, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 5 