UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation Sep 28, 2022 Brain Segmentation Image Segmentation
Code Code Available CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Sep 23, 2022 Contrastive Learning Image Segmentation
Code Code Available Attentive Symmetric Autoencoder for Brain MRI Segmentation Sep 19, 2022 Image Segmentation Medical Image Segmentation
Code Code Available HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Sep 15, 2022 Decoder Image Segmentation
Code Code Available DOMINO: Domain-aware Model Calibration in Medical Image Segmentation Sep 13, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Self-Supervised Pretraining for 2D Medical Image Segmentation Sep 1, 2022 Cardiac Segmentation Image Segmentation
Code Code Available HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Sep 1, 2022 Boundary Detection Decoder
Code Code Available Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis Aug 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Boundary-Aware Network for Kidney Parsing Aug 29, 2022 Decoder Image Segmentation
Code Code Available Boundary-Aware Network for Abdominal Multi-Organ Segmentation Aug 29, 2022 Decoder Image Segmentation
Code Code Available Q-Net: Query-Informed Few-Shot Medical Image Segmentation Aug 24, 2022 Anomaly Detection Image Segmentation
Code Code Available Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Aug 18, 2022 Anatomy Contrastive Learning
Code Code Available FCN-Transformer Feature Fusion for Polyp Segmentation Aug 17, 2022 Lesion Detection Medical Image Segmentation
Code Code Available When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic Segmentation Aug 12, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Triple-View Feature Learning for Medical Image Segmentation Aug 12, 2022 Decoder Image Segmentation
Code Code Available PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation Aug 11, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration Aug 8, 2022 Image Restoration Image Segmentation
Code Code Available Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation Aug 8, 2022 Image Segmentation Medical Image Segmentation
Code Code Available TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Aug 1, 2022 Image Segmentation Medical Image Analysis
Code Code Available ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation Jul 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available SuperVessel: Segmenting High-resolution Vessel from Low-resolution Retinal Image Jul 28, 2022 Medical Image Segmentation Segmentation
Code Code Available AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Jul 27, 2022 Data Augmentation Deep Reinforcement Learning
Code Code Available TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model Jul 27, 2022 Image Segmentation Medical Image Segmentation
Code Code Available FastGeodis: Fast Generalised Geodesic Distance Transform Jul 26, 2022 CPU GPU
Code Code Available OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation Jul 25, 2022 Image Segmentation Medical Image Segmentation
Code Code Available What is Healthy? Generative Counterfactual Diffusion for Lesion Localization Jul 25, 2022 counterfactual Image Segmentation
Code Code Available High-Resolution Swin Transformer for Automatic Medical Image Segmentation Jul 23, 2022 Brain Tumor Segmentation Decoder
Code Code Available Learning Topological Interactions for Multi-Class Medical Image Segmentation Jul 20, 2022 Image Segmentation Medical Image Segmentation
Code Code Available The Dice loss in the context of missing or empty labels: Introducing Φ and ε Jul 19, 2022 Image Segmentation Medical Image Segmentation
Code Code Available HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Jul 18, 2022 Decoder Image Segmentation
Code Code Available Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Jul 16, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Implicit Neural Representations for Generative Modeling of Living Cell Shapes Jul 13, 2022 Cell Tracking Medical Image Segmentation
Code Code Available Personalizing Federated Medical Image Segmentation via Local Calibration Jul 11, 2022 channel selection Federated Learning
Code Code Available TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation Jul 7, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Unsupervised Domain Adaptation through Shape Modeling for Medical Image Segmentation Jul 6, 2022 Domain Adaptation Image Segmentation
Code Code Available Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation Jul 2, 2022 Active Learning Benchmarking
Code Code Available The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning Jun 29, 2022 Image Segmentation Medical Image Analysis
Code Code Available vMFNet: Compositionality Meets Domain-generalised Segmentation Jun 29, 2022 Anatomy Image Segmentation
Code Code Available BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Evidence fusion with contextual discounting for multi-modality medical image segmentation Jun 23, 2022 Decoder Image Segmentation
Code Code Available Using the Polar Transform for Efficient Deep Learning-Based Aorta Segmentation in CTA Images Jun 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation Jun 18, 2022 Deep Learning Image Segmentation
Code Code Available TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation Jun 17, 2022 Medical Image Segmentation
Code Code Available Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels Jun 16, 2022 Image Segmentation Learning with noisy labels
Code Code Available AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Jun 16, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Jun 6, 2022 Contrastive Learning Image Segmentation
Code Code Available Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation Jun 3, 2022 Decoder Image Segmentation
Code Code Available MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet Jun 2, 2022 Image Segmentation Medical Image Segmentation
Code Code Available MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Jun 2, 2022 Data Augmentation Decoder
Code Code Available The Fully Convolutional Transformer for Medical Image Segmentation Jun 1, 2022 Image Segmentation Medical Image Analysis
Code Code Available 