Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images Apr 8, 2021 Computed Tomography (CT) Decoder
— Unverified Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation Apr 5, 2021 Image Segmentation Medical Image Analysis
— Unverified Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images Apr 5, 2021 Boundary Detection Image Segmentation
— Unverified DARCNN: Domain Adaptive Region-based Convolutional Neural Network forUnsupervised Instance Segmentation in Biomedical Images Apr 3, 2021 Instance Segmentation Medical Image Segmentation
Code Code Available DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images Apr 3, 2021 Domain Adaptation Instance Segmentation
Code Code Available Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation Apr 2, 2021 Autonomous Driving Decoder
— Unverified FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Mar 31, 2021 Hard Attention Image Segmentation
Code Code Available Assessing the Role of Random Forests in Medical Image Segmentation Mar 30, 2021 GPU Image Segmentation
— Unverified CateNorm: Categorical Normalization for Robust Medical Image Segmentation Mar 29, 2021 Image Segmentation Medical Image Segmentation
Code Code Available DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Mar 29, 2021 GPU Image Segmentation
Code Code Available Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future Mar 27, 2021 Deep Learning Diagnostic
— Unverified Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images Mar 25, 2021 Decoder Image Segmentation
— Unverified Roughness Index and Roughness Distance for Benchmarking Medical Segmentation Mar 23, 2021 Benchmarking Image Segmentation
Code Code Available Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation Mar 22, 2021 Image Segmentation Inductive Bias
— Unverified Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline Mar 19, 2021 Image Segmentation Medical Image Segmentation
— Unverified UNETR: Transformers for 3D Medical Image Segmentation Mar 18, 2021 3D Medical Imaging Segmentation Decoder
Code Code Available A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation Mar 18, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Invertible Residual Network with Regularization for Effective Medical Image Segmentation Mar 16, 2021 Image Segmentation Medical Image Segmentation
— Unverified Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation Mar 15, 2021 Cardiac Segmentation Contrastive Learning
Code Code Available FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available U-Net Transformer: Self and Cross Attention for Medical Image Segmentation Mar 10, 2021 Decoder Image Segmentation
Code Code Available Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient Mar 10, 2021 Image Segmentation Medical Image Segmentation
— Unverified Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation Mar 8, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Mar 8, 2021 Decoder Image Segmentation
Code Code Available TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Mar 7, 2021 Brain Tumor Segmentation Decoder
Code Code Available NeRD: Neural Representation of Distribution for Medical Image Segmentation Mar 6, 2021 Image Segmentation Lesion Segmentation
Code Code Available Morphological Operation Residual Blocks: Enhancing 3D Morphological Feature Representation in Convolutional Neural Networks for Semantic Segmentation of Medical Images Mar 6, 2021 Deep Learning Image Segmentation
— Unverified Semi-supervised Left Atrium Segmentation with Mutual Consistency Training Mar 4, 2021 Image Segmentation Left Atrium Segmentation
Code Code Available CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Mar 4, 2021 Image Segmentation Inductive Bias
Code Code Available Learning With Context Feedback Loop for Robust Medical Image Segmentation Mar 4, 2021 Deep Learning Image Segmentation
Code Code Available Uncertainty guided semi-supervised segmentation of retinal layers in OCT images Mar 2, 2021 Image Segmentation Medical Image Segmentation
— Unverified Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Feb 28, 2021 Deep Learning Image Segmentation
— Unverified MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Feb 26, 2021 Decoder Image Segmentation
Code Code Available Convolution-Free Medical Image Segmentation using Transformers Feb 26, 2021 Image Segmentation Inductive Bias
— Unverified Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning Feb 21, 2021 Anatomy Medical Image Analysis
Code Code Available CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation Feb 21, 2021 Image Segmentation Knowledge Distillation
Code Code Available Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Feb 21, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT Images Feb 20, 2021 Image Segmentation Medical Image Segmentation
Code Code Available A-DenseUNet: Adaptive Densely Connected UNet for Polyp Segmentation in Colonoscopy Images with Atrous Convolution Feb 19, 2021 Decoder Dimensionality Reduction
— Unverified TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Feb 16, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Membership Inference Attacks are Easier on Difficult Problems Feb 15, 2021 Image Segmentation Medical Image Segmentation
Code Code Available L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation Feb 11, 2021 Image Segmentation Medical Image Segmentation
— Unverified Multi-scale GCN-assisted two-stage network for joint segmentation of retinal layers and disc in peripapillary OCT images Feb 9, 2021 Decoder Medical Image Segmentation
Code Code Available 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 TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Feb 8, 2021 Cardiac Segmentation Decoder
Code Code Available A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring Feb 6, 2021 Edge Detection Image Segmentation
— Unverified TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors Feb 4, 2021 Image Generation Image Segmentation
— Unverified Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation Feb 3, 2021 Data Augmentation Image Segmentation
Code Code Available Network-Agnostic Knowledge Transfer for Medical Image Segmentation Jan 23, 2021 Image Segmentation Knowledge Distillation
— Unverified A survey on shape-constraint deep learning for medical image segmentation Jan 19, 2021 Image Segmentation Medical Image Segmentation
— Unverified 