Medical Matting: A New Perspective on Medical Segmentation with Uncertainty Jun 18, 2021 Image Matting Image Segmentation
Code Code Available Positional Contrastive Learning for Volumetric Medical Image Segmentation Jun 16, 2021 Contrastive Learning image-classification
Code Code Available DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Jun 12, 2021 Decoder Image Segmentation
Code Code Available A multi-centre polyp detection and segmentation dataset for generalisability assessment Jun 8, 2021 Medical Image Segmentation
Code Code Available Medical Image Segmentation Using Squeeze-and-Expansion Transformers May 20, 2021 Brain Tumor Segmentation Domain Generalization
Code Code Available MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation May 16, 2021 Image Segmentation Lesion Segmentation
Code Code Available Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation May 12, 2021 Cardiac Segmentation Decoder
Code Code Available CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation May 10, 2021 Decoder GPU
Code Code Available Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! May 3, 2021 Image Segmentation Medical Image Segmentation
Code Code Available MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning Apr 25, 2021 Image Segmentation Interactive Segmentation
Code Code Available NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and Colonoscopy Apr 22, 2021 Colorectal Polyps Characterization Instrument Recognition
Code Code Available Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks Apr 17, 2021 Clustering Image Segmentation
Code Code Available FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Mar 31, 2021 Hard Attention Image Segmentation
Code Code Available CateNorm: Categorical Normalization for Robust Medical Image Segmentation Mar 29, 2021 Image Segmentation Medical Image Segmentation
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 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 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 CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Mar 4, 2021 Image Segmentation Inductive Bias
Code Code Available Semi-supervised Left Atrium Segmentation with Mutual Consistency Training Mar 4, 2021 Image Segmentation Left Atrium Segmentation
Code Code Available MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Feb 26, 2021 Decoder Image Segmentation
Code Code Available Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Feb 21, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 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 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 TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Feb 16, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 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 Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation Feb 3, 2021 Data Augmentation Image Segmentation
Code Code Available HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Jan 18, 2021 Decoder GPU
Code Code Available Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jan 1, 2021 All Image Segmentation
Code Code Available DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation Dec 30, 2020 Colorectal Polyps Characterization Decision Making
Code Code Available Annotation-efficient deep learning for automatic medical image segmentation Dec 9, 2020 Deep Learning Image Segmentation
Code Code Available Disentangling Human Error from Ground Truth in Segmentation of Medical Images Dec 1, 2020 Medical Image Segmentation Segmentation
Code Code Available Inter-slice Context Residual Learning for 3D Medical Image Segmentation Nov 28, 2020 Brain Tumor Segmentation Decoder
Code Code Available DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets Nov 20, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Contrastive Registration for Unsupervised Medical Image Segmentation Nov 17, 2020 Contrastive Learning Image Segmentation
Code Code Available Deep learning in magnetic resonance prostate segmentation: A review and a new perspective Nov 16, 2020 Medical Diagnosis Medical Image Segmentation
Code Code Available Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning Nov 15, 2020 Benchmarking Colorectal Polyps Characterization
Code Code Available Learning Euler's Elastica Model for Medical Image Segmentation Nov 1, 2020 Image Segmentation Medical Image Segmentation
Code Code Available A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision Oct 23, 2020 Decoder Image Segmentation
Code Code Available Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopy Oct 23, 2020 Benchmarking Diagnostic
Code Code Available Automatic Data Augmentation for 3D Medical Image Segmentation Oct 7, 2020 Data Augmentation Diversity
Code Code Available KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation Oct 4, 2020 3D Medical Imaging Segmentation Brain Tumor Segmentation
Code Code Available CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Sep 22, 2020 Image Segmentation Lesion Segmentation
Code Code Available Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans Sep 10, 2020 GPU Image Segmentation
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