Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation Jan 18, 2021 Domain Adaptation Image Segmentation
— Unverified 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 Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation Jan 7, 2021 Active Learning BIG-bench Machine Learning
— Unverified Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation Jan 5, 2021 Image Segmentation Medical Image Segmentation
— Unverified Graph-BAS3Net: Boundary-Aware Semi-Supervised Segmentation Network With Bilateral Graph Convolution Jan 1, 2021 Boundary Detection Image Segmentation
— Unverified Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jan 1, 2021 All Image Segmentation
Code Code Available Network-Agnostic Knowledge Transfer from Latent Dataset for Medical Image Segmentation Jan 1, 2021 Image Segmentation Medical Image Segmentation
— Unverified Indirect Supervision to Mitigate Perturbations Jan 1, 2021 Image Segmentation Medical Image Segmentation
— Unverified Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Dec 31, 2020 Decoder Medical Image Segmentation
Code Code Available Automatic Polyp Segmentation using U-Net-ResNet50 Dec 30, 2020 Medical Image Segmentation Segmentation
— Unverified DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation Dec 30, 2020 Colorectal Polyps Characterization Decision Making
Code Code Available Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning Dec 29, 2020 Generative Adversarial Network Image Segmentation
— Unverified ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation Dec 23, 2020 Domain Adaptation Image Segmentation
— Unverified MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation Dec 20, 2020 Decoder Image Segmentation
— Unverified Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation Dec 18, 2020 Image Segmentation Medical Image Segmentation
— Unverified D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation Dec 14, 2020 Image Segmentation Lesion Segmentation
— Unverified Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise Focus Dec 14, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding Dec 10, 2020 Clustering Image Segmentation
— Unverified Annotation-efficient deep learning for automatic medical image segmentation Dec 9, 2020 Deep Learning Image Segmentation
Code Code Available Offset Curves Loss for Imbalanced Problem in Medical Segmentation Dec 4, 2020 Image Segmentation Medical Image Segmentation
— Unverified Disentangling Human Error from Ground Truth in Segmentation of Medical Images Dec 1, 2020 Medical Image Segmentation Segmentation
Code Code Available Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data Nov 28, 2020 Data Augmentation Image Segmentation
— Unverified Inter-slice Context Residual Learning for 3D Medical Image Segmentation Nov 28, 2020 Brain Tumor Segmentation Decoder
Code Code Available Modelling brain lesion volume in patches with CNN-based Poisson Regression Nov 26, 2020 Image Segmentation Medical Image Segmentation
— Unverified PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Nov 25, 2020 Image Segmentation Medical Image Segmentation
— Unverified DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets Nov 20, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation Nov 19, 2020 Few-Shot Learning Image Segmentation
— Unverified Contrastive Registration for Unsupervised Medical Image Segmentation Nov 17, 2020 Contrastive Learning Image Segmentation
Code Code Available High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Nov 16, 2020 Articles Image Segmentation
— Unverified Deep learning in magnetic resonance prostate segmentation: A review and a new perspective Nov 16, 2020 Medical Diagnosis Medical Image Segmentation
Code Code Available w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution Nov 15, 2020 Image Segmentation Medical Image Segmentation
— Unverified Efficient Medical Image Segmentation with Intermediate Supervision Mechanism Nov 15, 2020 Decoder Image Segmentation
— Unverified Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning Nov 15, 2020 Benchmarking Colorectal Polyps Characterization
Code Code Available Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images Nov 11, 2020 Computed Tomography (CT) Image Segmentation
— Unverified Cross-Modal Self-Attention Distillation for Prostate Cancer Segmentation Nov 8, 2020 Image Segmentation Medical Image Segmentation
— Unverified Distribution-aware Margin Calibration for Medical Image Segmentation Nov 3, 2020 Image Segmentation Medical Image Segmentation
— Unverified U-Net and its variants for medical image segmentation: theory and applications Nov 2, 2020 Image Segmentation Medical Image Analysis
— Unverified Learning Euler's Elastica Model for Medical Image Segmentation Nov 1, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples Oct 29, 2020 Image Segmentation Medical Image Segmentation
— Unverified Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index Oct 26, 2020 Image Segmentation Medical Image Segmentation
— Unverified Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopy Oct 23, 2020 Benchmarking Diagnostic
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 What is Wrong with Continual Learning in Medical Image Segmentation? Oct 21, 2020 Continual Learning Diagnostic
— Unverified GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation Oct 19, 2020 Image Segmentation Lesion Segmentation
— Unverified Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions Oct 13, 2020 Image Segmentation Medical Image Segmentation
— Unverified Selective Information Passing for MR/CT Image Segmentation Oct 10, 2020 Decoder Image Segmentation
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 Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation Oct 4, 2020 Cardiac Segmentation Image Segmentation
— Unverified Medical Image Segmentation Using Deep Learning: A Survey Sep 28, 2020 Data Augmentation Deep Learning
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