Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) May 20, 2022 Anatomy Image Segmentation
Code Code Available 3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation May 19, 2022 Decoder Hippocampus
Code Code Available ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation May 17, 2022 Decoder Medical Image Segmentation
Code Code Available TGANet: Text-guided attention for improved polyp segmentation May 9, 2022 Attribute Medical Image Segmentation
Code Code Available FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation May 4, 2022 Federated Learning Image Segmentation
Code Code Available Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization Apr 20, 2022 Cardiac Segmentation Domain Adaptation
Code Code Available Continual Hippocampus Segmentation with Transformers Apr 17, 2022 Continual Learning Hippocampus
Code Code Available IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation Apr 16, 2022 Federated Learning Image Segmentation
Code Code Available Y-Net: A Spatiospectral Dual-Encoder Networkfor Medical Image Segmentation Apr 15, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Federated Cross Learning for Medical Image Segmentation Apr 5, 2022 Ensemble Learning Federated Learning
Code Code Available 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 Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic Segmentation Apr 2, 2022 Face Identification Image Segmentation
Code Code Available Target and Task specific Source-Free Domain Adaptive Image Segmentation Mar 29, 2022 Denoising Domain Adaptation
Code Code Available Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis Mar 29, 2022 Generative Adversarial Network Image Enhancement
Code Code Available Translation Consistent Semi-supervised Segmentation for 3D Medical Images Mar 28, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels Mar 23, 2022 Domain Adaptation Image Segmentation
Code Code Available Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis Mar 21, 2022 Decoder Image Segmentation
Code Code Available TVConv: Efficient Translation Variant Convolution for Layout-aware Visual Processing Mar 20, 2022 Face Recognition Image Segmentation
Code Code Available Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation Mar 16, 2022 Image Segmentation Medical Image Analysis
Code Code Available 3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation Mar 16, 2022 Hippocampus Image Segmentation
Code Code Available Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Mar 16, 2022 Image Segmentation Knowledge Distillation
Code Code Available On-the-Fly Test-time Adaptation for Medical Image Segmentation Mar 10, 2022 Image Segmentation Medical Image Segmentation
Code Code Available PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation Mar 9, 2022 Decoder Image Segmentation
Code Code Available Stepwise Feature Fusion: Local Guides Global Mar 7, 2022 Decoder Image Segmentation
Code Code Available CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Mar 3, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available Contextual Attention Network: Transformer Meets U-Net Mar 2, 2022 Articles Image Segmentation
Code Code Available Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Mar 2, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Feb 24, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available Towards a Guideline for Evaluation Metrics in Medical Image Segmentation Feb 10, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Feb 8, 2022 Contrastive Learning Image Segmentation
Code Code Available Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion Feb 4, 2022 Computational Efficiency Image Registration
Code Code Available DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation Feb 2, 2022 Decoder Image Segmentation
Code Code Available An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation Feb 1, 2022 3D Medical Imaging Segmentation Image Segmentation
Code Code Available MISeval: a Metric Library for Medical Image Segmentation Evaluation Jan 23, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Improving Across-Dataset Brain Tissue Segmentation Using Transformer Jan 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation Jan 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation Jan 21, 2022 Decoder Image Segmentation
Code Code Available Contrastive Pretraining for Echocardiography Segmentation with Limited Data Jan 16, 2022 Contrastive Learning Image Segmentation
Code Code Available 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 Effect of Prior-based Losses on Segmentation Performance: A Benchmark Jan 7, 2022 Image Segmentation Medical Image Segmentation
Code Code Available D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation Jan 3, 2022 Decoder Image Segmentation
Code Code Available BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Jan 3, 2022 Decoder Medical Image Segmentation
Code Code Available Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Dec 21, 2021 Domain Adaptation Domain Generalization
Code Code Available iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Dec 21, 2021 Decoder Image Segmentation
Code Code Available Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI Dec 13, 2021 Brain Tumor Segmentation Image Segmentation
Code Code Available Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Nov 29, 2021 Anatomy Computed Tomography (CT)
Code Code Available A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation Nov 26, 2021 Brain Tumor Segmentation Decoder
Code Code Available Modeling Annotator Preference and Stochastic Annotation Error for Medical Image Segmentation Nov 26, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Nov 24, 2021 Data Augmentation Domain Generalization
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