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 Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation Jun 10, 2020 Data Augmentation Image Segmentation
— Unverified DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Jun 8, 2020 Cell Segmentation Colorectal Polyps Characterization
Code Code Available KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations Jun 8, 2020 Anatomy Image Segmentation
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 Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks May 30, 2020 Image Segmentation Medical Image Segmentation
— Unverified Enhancing Foreground Boundaries for Medical Image Segmentation May 29, 2020 Image Segmentation Medical Image Analysis
— Unverified Segmentation Loss Odyssey May 27, 2020 Image Segmentation Medical Image Segmentation
Code Code Available hidden markov random fields and cuckoo search method for medical image segmentation May 19, 2020 Image Segmentation Medical Image Segmentation
— Unverified A New Validity Index for Fuzzy-Possibilistic C-Means Clustering May 19, 2020 Clustering Image Segmentation
— Unverified Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks May 19, 2020 Adversarial Robustness General Classification
Code Code Available Medical Image Segmentation Using a U-Net type of Architecture May 11, 2020 Decoder image-classification
— Unverified A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis May 11, 2020 3D Medical Imaging Segmentation Brain Image Segmentation
Code Code Available Predicting Scores of Medical Imaging Segmentation Methods with Meta-Learning May 8, 2020 Deep Learning Medical Image Segmentation
— Unverified Progressive Adversarial Semantic Segmentation May 8, 2020 Anatomy Image Segmentation
— Unverified How Can CNNs Use Image Position for Segmentation? May 7, 2020 Image Segmentation Medical Image Segmentation
— Unverified Partly Supervised Multitask Learning May 5, 2020 Diagnostic Medical Image Segmentation
— Unverified Boundary-aware Context Neural Network for Medical Image Segmentation May 3, 2020 Image Segmentation Medical Image Segmentation
Code Code Available ACCL: Adversarial constrained-CNN loss for weakly supervised medical image segmentation May 1, 2020 Image Segmentation Medical 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 ECG Segmentation using a Neural Network as the Basis for Detection of Cardiac Pathologies Apr 23, 2020 Medical Diagnosis Medical Image Segmentation
— Unverified COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution Apr 23, 2020 Computed Tomography (CT) Image Segmentation
— Unverified A review: Deep learning for medical image segmentation using multi-modality fusion Apr 22, 2020 Deep Learning image-classification
— Unverified UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Apr 19, 2020 Decoder Image Segmentation
Code Code Available CAggNet: Crossing Aggregation Network for Medical Image Segmentation Apr 16, 2020 Image Segmentation Medical Image Analysis
— Unverified A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation Apr 16, 2020 Decoder Image Segmentation
Code Code Available Image Segmentation Using Hybrid Representations Apr 15, 2020 Image Segmentation Medical Image Segmentation
— Unverified Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks Apr 12, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Apr 9, 2020 Denoising Domain Generalization
Code Code Available U-Net Using Stacked Dilated Convolutions for Medical Image Segmentation Apr 7, 2020 All Decoder
— Unverified Volumetric Attention for 3D Medical Image Segmentation and Detection Apr 4, 2020 Image Segmentation Medical Image Segmentation
— Unverified Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation Mar 31, 2020 Data Augmentation Diversity
— Unverified CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks Mar 28, 2020 3D Medical Imaging Segmentation Action Recognition
Code Code Available Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN Mar 24, 2020 Computed Tomography (CT) GPU
— Unverified ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical Imaging Mar 20, 2020 Brain Image Segmentation Brain Segmentation
Code Code Available Semi-supervised few-shot learning for medical image segmentation Mar 18, 2020 Few-Shot Learning Image Segmentation
— Unverified 3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images Mar 17, 2020 Image Segmentation Liver Segmentation
— Unverified LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation Mar 16, 2020 Image Segmentation Medical Image Segmentation
— Unverified Robustness study of noisy annotation in deep learning based medical image segmentation Mar 10, 2020 Deep Learning Image Segmentation
— Unverified 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 BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation Mar 3, 2020 AutoML Image Segmentation
— Unverified Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation Feb 22, 2020 Data Augmentation Deep Reinforcement Learning
— Unverified Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion Feb 22, 2020 Brain Tumor Segmentation Disentanglement
Code Code Available Deep Learning in Medical Ultrasound Image Segmentation: a Review Feb 18, 2020 3D Reconstruction Deep Learning
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