RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation Aug 16, 2020 Efficient Neural Network Image Segmentation
Code Code Available Disentangling Human Error from the Ground Truth in Segmentation of Medical Images Jul 31, 2020 Medical Image Segmentation Segmentation
Code Code Available MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images Jul 26, 2020 Decoder Image Segmentation
Code Code Available Learning Directional Feature Maps for Cardiac MRI Segmentation Jul 22, 2020 Cardiac Segmentation Medical Image Segmentation
Code Code Available Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Jul 21, 2020 3D Semantic Segmentation Image Segmentation
Code Code Available Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Jul 20, 2020 Cardiac Segmentation Few-Shot Semantic Segmentation
Code Code Available Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation Jul 20, 2020 Image Segmentation Medical Image Segmentation
Code Code Available On uncertainty estimation in active learning for image segmentation Jul 13, 2020 Active Learning Image Segmentation
Code Code Available Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation Jul 9, 2020 Data Augmentation Image Segmentation
Code Code Available Scribble-based Domain Adaptation via Co-segmentation Jul 7, 2020 Domain Adaptation Image Segmentation
Code Code Available An Elastic Interaction-Based Loss Function for Medical Image Segmentation Jul 6, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates Jul 2, 2020 Deep Attention Image Segmentation
Code Code Available Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation Jun 28, 2020 Anatomy Image Segmentation
Code Code Available Realistic Adversarial Data Augmentation for MR Image Segmentation Jun 23, 2020 Data Augmentation Image Segmentation
Code Code Available Contrastive learning of global and local features for medical image segmentation with limited annotations Jun 18, 2020 Contrastive Learning Data Augmentation
Code Code Available Cardiac Segmentation with Strong Anatomical Guarantees Jun 15, 2020 Cardiac Segmentation Image Segmentation
Code Code Available PraNet: Parallel Reverse Attention Network for Polyp Segmentation Jun 13, 2020 Camouflaged Object Segmentation Camouflage Segmentation
Code Code Available KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations Jun 8, 2020 Anatomy Image Segmentation
Code Code Available DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Jun 8, 2020 Cell Segmentation Colorectal Polyps Characterization
Code Code Available Uncertainty quantification in medical image segmentation with normalizing flows Jun 4, 2020 Diversity Image Segmentation
Code Code Available 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 Importance Driven Continual Learning for Segmentation Across Domains Apr 30, 2020 Brain Segmentation Continual Learning
Code Code Available DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation Apr 28, 2020 Decoder Image Segmentation
Code Code Available Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation Apr 27, 2020 Domain Generalization Few-Shot Learning
Code Code Available UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Apr 19, 2020 Decoder Image Segmentation
Code Code Available Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Apr 9, 2020 Denoising Domain Generalization
Code Code Available CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks Mar 28, 2020 3D Medical Imaging Segmentation Action Recognition
Code Code Available Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation Mar 10, 2020 Anatomy Image Segmentation
Code Code Available Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts? Mar 9, 2020 Image Segmentation Lesion Segmentation
Code Code Available Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion Feb 22, 2020 Brain Tumor Segmentation Disentanglement
Code Code Available Panoptic Feature Fusion Net: A Novel Instance Segmentation Paradigm for Biomedical and Biological Images Feb 15, 2020 Instance Segmentation Medical Image Segmentation
Code Code Available Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Feb 6, 2020 Domain Adaptation Image Segmentation
Code Code Available Medical Image Segmentation via Unsupervised Convolutional Neural Network Jan 28, 2020 Image Segmentation Medical Image Segmentation
Code Code Available RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation Jan 24, 2020 Image Segmentation Lesion Segmentation
Code Code Available SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation Jan 21, 2020 Image Segmentation Medical Image Segmentation
Code Code Available A context based deep learning approach for unbalanced medical image segmentation Jan 8, 2020 Deep Learning Image Segmentation
Code Code Available UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Dec 11, 2019 Computed Tomography (CT) Decoder
Code Code Available ResUNet++: An Advanced Architecture for Medical Image Segmentation Nov 16, 2019 Colorectal Polyps Characterization Image Segmentation
Code Code Available One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Nov 5, 2019 All Data Augmentation
Code Code Available 3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation Sep 4, 2019 image-classification Image Classification
Code Code Available Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Aug 31, 2019 Image Segmentation Lesion Segmentation
Code Code Available Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Aug 19, 2019 Anatomy Brain Tumor Segmentation
Code Code Available Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Jul 16, 2019 Image Segmentation Left Atrium Segmentation
Code Code Available A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation Jun 14, 2019 image-classification Image Classification
Code Code Available PHiSeg: Capturing Uncertainty in Medical Image Segmentation Jun 7, 2019 Image Segmentation Medical Image Segmentation
Code Code Available A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities May 30, 2019 Diversity Inductive Bias
Code Code Available Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Jan 24, 2019 Domain Adaptation Image Segmentation
Code Code Available Boundary loss for highly unbalanced segmentation Dec 17, 2018 Brain Lesion Segmentation From Mri Ischemic Stroke Lesion Segmentation
Code Code Available nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Sep 27, 2018 Image Segmentation Medical Image Segmentation
Code Code Available UNet++: A Nested U-Net Architecture for Medical Image Segmentation Jul 18, 2018 Camouflaged Object Segmentation Image Segmentation
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