Towards a Guideline for Evaluation Metrics in Medical Image Segmentation Feb 10, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Feb 8, 2022 Contrastive Learning Image Segmentation
Code Code Available Supervision by Denoising for Medical Image Segmentation Feb 7, 2022 Denoising Image Reconstruction
— Unverified Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation Feb 4, 2022 Contrastive Learning Image Segmentation
— Unverified Heed the Noise in Performance Evaluations in Neural Architecture Search Feb 4, 2022 Combinatorial Optimization Evolutionary Algorithms
— Unverified Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion Feb 4, 2022 Computational Efficiency Image Registration
Code Code Available DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation Feb 2, 2022 Decoder Image Segmentation
Code Code Available An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation Feb 1, 2022 3D Medical Imaging Segmentation Image Segmentation
Code Code Available TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jan 30, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available Class-Aware Adversarial Transformers for Medical Image Segmentation Jan 26, 2022 Image Segmentation Medical Image Analysis
— Unverified Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers Jan 26, 2022 Computed Tomography (CT) Image Segmentation
— Unverified Transformers in Medical Imaging: A Survey Jan 24, 2022 Image Classification Image Segmentation
Code Code Available MISeval: a Metric Library for Medical Image Segmentation Evaluation Jan 23, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Jan 21, 2022 Contrastive Learning feature selection
Code Code Available Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation Jan 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation Jan 21, 2022 Decoder Image Segmentation
Code Code Available Improving Across-Dataset Brain Tissue Segmentation Using Transformer Jan 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Superpixel Pre-Segmentation of HER2 Slides for Efficient Annotation Jan 19, 2022 Clustering Denoising
— Unverified Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning Jan 17, 2022 Anatomy Image Segmentation
— Unverified Contrastive Pretraining for Echocardiography Segmentation with Limited Data Jan 16, 2022 Contrastive Learning Image Segmentation
Code Code Available SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data Jan 15, 2022 Decoder Hippocampus
— Unverified Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus Jan 10, 2022 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images Jan 10, 2022 Data Augmentation Management
— Unverified CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation Jan 8, 2022 Brain Segmentation Domain Adaptation
Code Code Available Effect of Prior-based Losses on Segmentation Performance: A Benchmark Jan 7, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ Segmentation Jan 5, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Jan 4, 2022 3D Semantic Segmentation Brain Tumor Segmentation
Code Code Available BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Jan 3, 2022 Decoder Medical Image Segmentation
Code Code Available D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation Jan 3, 2022 Decoder Image Segmentation
Code Code Available SECP-Net: SE-Connection Pyramid Network of Organ At Risk Segmentation for Nasopharyngeal Carcinoma Dec 28, 2021 Computed Tomography (CT) Image Segmentation
— Unverified On the relationship between calibrated predictors and unbiased volume estimation Dec 23, 2021 Active Learning Image Segmentation
Code Code Available Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation Dec 22, 2021 Image Segmentation Medical Image Segmentation
— Unverified Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Dec 21, 2021 Domain Adaptation Domain Generalization
Code Code Available Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation Dec 21, 2021 Decoder Image Segmentation
— Unverified iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Dec 21, 2021 Decoder Image Segmentation
Code Code Available HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet Dec 20, 2021 Image Segmentation Medical Image Segmentation
— Unverified QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results Dec 19, 2021 Benchmarking Brain Tumor Segmentation
Code Code Available Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation Dec 17, 2021 Image Segmentation Medical Image Segmentation
— Unverified Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI Dec 13, 2021 Brain Tumor Segmentation Image Segmentation
Code Code Available Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels Dec 13, 2021 Ensemble Learning Image Segmentation
Code Code Available Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer Dec 9, 2021 Image Segmentation Medical Image Segmentation
— Unverified Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Dec 5, 2021 Brain Tumor Segmentation Image Segmentation
— Unverified Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Nov 29, 2021 Anatomy Computed Tomography (CT)
Code Code Available Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor Nov 26, 2021 3D Reconstruction Image Segmentation
Code Code Available Modeling Annotator Preference and Stochastic Annotation Error for Medical Image Segmentation Nov 26, 2021 Image Segmentation Medical Image Segmentation
Code Code Available A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation Nov 26, 2021 Brain Tumor Segmentation Decoder
Code Code Available Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Nov 24, 2021 Data Augmentation Domain Generalization
Code Code Available Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation Nov 23, 2021 Image Segmentation Medical Image Segmentation
— Unverified Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Nov 22, 2021 Contrastive Learning Image Segmentation
Code Code Available One-shot Weakly-Supervised Segmentation in Medical Images Nov 21, 2021 Denoising Image Segmentation
Code Code Available 