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 1Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation Oct 17, 2023 Domain Adaptation Domain Generalization
Code Code Available 1A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers Oct 9, 2023 Heart Segmentation Image Generation
Code Code Available 1Rethinking Dual-Stream Super-Resolution Semantic Learning in Medical Image Segmentation Oct 9, 2023 Image Segmentation Lesion Segmentation
Code Code Available 1Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation Oct 8, 2023 Data Augmentation Image Segmentation
Code Code Available 1DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution Sep 30, 2023 Computational Efficiency Image Segmentation
Code Code Available 1Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Sep 26, 2023 Decoder Image Segmentation
Code Code Available 1fastMONAI: A low-code deep learning library for medical image analysis Sep 26, 2023 Medical Image Analysis Medical Image Classification
Code Code Available 1MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for Echocardiography Sep 24, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Sep 20, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation Sep 19, 2023 Brain Segmentation Domain Adaptation
Code Code Available 1MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Sep 16, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Sep 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation Sep 9, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available 1M3D-NCA: Robust 3D Segmentation with Built-in Quality Control Sep 6, 2023 Hippocampus Image Segmentation
Code Code Available 1MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Sep 6, 2023 Decoder Edge Detection
Code Code Available 1Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Aug 31, 2023 Decoder Few-Shot Learning
Code Code Available 1Self-supervised Semantic Segmentation: Consistency over Transformation Aug 31, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models Aug 30, 2023 Denoising Image Segmentation
Code Code Available 1SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation Aug 26, 2023 Image Segmentation Lesion Segmentation
Code Code Available 1Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers Aug 25, 2023 Decoder Image Segmentation
Code Code Available 1ACC-UNet: A Completely Convolutional UNet model for the 2020s Aug 25, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation Aug 23, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset Aug 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1False Negative/Positive Control for SAM on Noisy Medical Images Aug 20, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global Pixels Aug 15, 2023 Instance Segmentation Medical Image Segmentation
Code Code Available 1Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models Aug 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation Aug 15, 2023 Decoder Image Segmentation
Code Code Available 1Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation? Aug 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Masked Diffusion as Self-supervised Representation Learner Aug 10, 2023 Denoising Medical Image Segmentation
Code Code Available 1CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion Aug 2, 2023 Image Segmentation Inductive Bias
Code Code Available 1Boundary Difference Over Union Loss For Medical Image Segmentation Aug 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Validating 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 1ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding Jul 30, 2023 Decision Making Image Segmentation
Code Code Available 13D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D Networks Jul 30, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation Jul 27, 2023 Image Segmentation Medical Image Analysis
Code Code Available 1Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling Jul 26, 2023 Classification domain classification
Code Code Available 1SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation Jul 24, 2023 Contrastive Learning Image Reconstruction
Code Code Available 1Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image Segmentation Jul 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation Jul 22, 2023 Active Learning Image Segmentation
Code Code Available 1DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation Jul 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation Jul 21, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Learning to Segment from Noisy Annotations: A Spatial Correction Approach Jul 21, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Source-Free Domain Adaptation for Medical Image Segmentation via Prototype-Anchored Feature Alignment and Contrastive Learning Jul 19, 2023 Contrastive Learning Domain Adaptation
Code Code Available 1Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Jul 18, 2023 Domain Generalization Image Segmentation
Code Code Available 1Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Jul 14, 2023 Adversarial Attack Deep Learning
Code Code Available 1Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation Jul 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray images Jul 8, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive Learning Jul 6, 2023 Contrastive Learning Decoder
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