Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation Oct 17, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 5 Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs Jan 25, 2024 Image Segmentation Lesion Segmentation
Code Code Available 5 Boundary-Aware Network for Kidney Parsing Aug 29, 2022 Decoder Image Segmentation
Code Code Available 5 MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Sep 6, 2023 Decoder Edge Detection
Code Code Available 5 Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation Jul 21, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 MetaFormer and CNN Hybrid Model for Polyp Image Segmentation Sep 16, 2024 Benchmarking Image Segmentation
Code Code Available 5 ACC-UNet: A Completely Convolutional UNet model for the 2020s Aug 25, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Boundary-Aware Network for Abdominal Multi-Organ Segmentation Aug 29, 2022 Decoder Image Segmentation
Code Code Available 5 Contextual Attention Network: Transformer Meets U-Net Mar 2, 2022 Articles Image Segmentation
Code Code Available 5 Evidence fusion with contextual discounting for multi-modality medical image segmentation Jun 23, 2022 Decoder Image Segmentation
Code Code Available 5 Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Mar 2, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 Continual atlas-based segmentation of prostate MRI Nov 1, 2023 Continual Learning image-classification
Code Code Available 5 Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation Mar 24, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 MISeval: a Metric Library for Medical Image Segmentation Evaluation Jan 23, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 Inter-slice Context Residual Learning for 3D Medical Image Segmentation Nov 28, 2020 Brain Tumor Segmentation Decoder
Code Code Available 5 DB-SAM: Delving into High Quality Universal Medical Image Segmentation Oct 5, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision Oct 23, 2020 Decoder Image Segmentation
Code Code Available 5 FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Jul 11, 2024 Domain Adaptation Fairness
Code Code Available 5 DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation Feb 2, 2022 Decoder Image Segmentation
Code Code Available 5 Contrastive learning of global and local features for medical image segmentation with limited annotations Jun 18, 2020 Contrastive Learning Data Augmentation
Code Code Available 5 FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation Apr 7, 2024 Data Augmentation Domain Adaptation
Code Code Available 5 Contrastive Registration for Unsupervised Medical Image Segmentation Nov 17, 2020 Contrastive Learning Image Segmentation
Code Code Available 5 Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Nov 5, 2021 Camouflaged Object Segmentation Image Segmentation
Code Code Available 5 Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Aug 18, 2022 Anatomy Contrastive Learning
Code Code Available 5 FastGeodis: Fast Generalised Geodesic Distance Transform Jul 26, 2022 CPU GPU
Code Code Available 5 fastMONAI: A low-code deep learning library for medical image analysis Sep 26, 2023 Medical Image Analysis Medical Image Classification
Code Code Available 5 DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation May 31, 2020 Decoder Image Segmentation
Code Code Available 5 Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Jun 6, 2022 Contrastive Learning Image Segmentation
Code Code Available 5 FCN-Transformer Feature Fusion for Polyp Segmentation Aug 17, 2022 Lesion Detection Medical Image Segmentation
Code Code Available 5 MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Feb 26, 2021 Decoder Image Segmentation
Code Code Available 5 CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation Jun 9, 2024 Cardiac Segmentation Decoder
Code Code Available 5 A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentation Aug 29, 2024 Image Segmentation Lesion Segmentation
Code Code Available 5 Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available 5 Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Oct 7, 2021 Classification Medical Image Segmentation
Code Code Available 5 Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Jul 2, 2021 Data Augmentation Image Reconstruction
Code Code Available 5 Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation Jul 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Oct 30, 2022 Image Segmentation Lesion Segmentation
Code Code Available 5 FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation Feb 27, 2024 Decoder Federated Learning
Code Code Available 5 DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation Oct 19, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available 5 Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows Aug 4, 2021 Decision Making Image Segmentation
Code Code Available 5 Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation Jan 11, 2023 Image Segmentation Left Atrium Segmentation
Code Code Available 5 Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Mar 8, 2021 Decoder Image Segmentation
Code Code Available 5 Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available 5 Few-Shot Medical Image Segmentation with High-Fidelity Prototypes Jun 26, 2024 Few-Shot Semantic Segmentation Image Segmentation
Code Code Available 5 CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation Jun 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Boosting multiple sclerosis lesion segmentation through attention mechanism Jul 1, 2023 Brain Image Segmentation Lesion Segmentation
Code Code Available 5 Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Jul 14, 2023 Adversarial Attack Deep Learning
Code Code Available 5 Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Jul 18, 2023 Domain Generalization Image Segmentation
Code Code Available 5 From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation Mar 3, 2025 Benchmarking Computational Efficiency
Code Code Available 5 