M3D-NCA: Robust 3D Segmentation with Built-in Quality Control Sep 6, 2023 Hippocampus Image Segmentation
Code Code Available 1MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images Jul 26, 2020 Decoder Image Segmentation
Code Code Available 1Boundary Difference Over Union Loss For Medical Image Segmentation Aug 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation Sep 19, 2024 Computational Efficiency Image Segmentation
Code Code Available 1Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation Jul 7, 2024 Decoder Image Segmentation
Code Code Available 1Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Apr 24, 2025 Domain Generalization Image Segmentation
Code Code Available 1ACC-UNet: A Completely Convolutional UNet model for the 2020s Aug 25, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning Mar 5, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Contextual Attention Network: Transformer Meets U-Net Mar 2, 2022 Articles Image Segmentation
Code Code Available 1Masked Diffusion as Self-supervised Representation Learner Aug 10, 2023 Denoising Medical Image Segmentation
Code Code Available 1Boundary-Aware Network for Kidney Parsing Aug 29, 2022 Decoder Image Segmentation
Code Code Available 1Continual atlas-based segmentation of prostate MRI Nov 1, 2023 Continual Learning image-classification
Code Code Available 1Continual Hippocampus Segmentation with Transformers Apr 17, 2022 Continual Learning Hippocampus
Code Code Available 1MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation Jan 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Boundary-Aware Network for Abdominal Multi-Organ Segmentation Aug 29, 2022 Decoder Image Segmentation
Code Code Available 1Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI Dec 13, 2021 Brain Tumor Segmentation Image Segmentation
Code Code Available 1Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models Aug 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach Jan 25, 2023 Image Segmentation Lesion Segmentation
Code Code Available 1Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy Jul 17, 2024 Denoising Image Denoising
Code Code Available 1Contrastive learning of global and local features for medical image segmentation with limited annotations Jun 18, 2020 Contrastive Learning Data Augmentation
Code Code Available 1Mutual Consistency Learning for Semi-supervised Medical Image Segmentation Sep 21, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 1Contrastive Registration for Unsupervised Medical Image Segmentation Nov 17, 2020 Contrastive Learning Image Segmentation
Code Code Available 1Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Aug 7, 2021 Cardiac Segmentation Data Augmentation
Code Code Available 1Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Jun 6, 2022 Contrastive Learning Image Segmentation
Code Code Available 1Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Oct 7, 2021 Classification Medical Image Segmentation
Code Code Available 1Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata Feb 7, 2023 Hippocampus Image Generation
Code Code Available 1Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation Jan 21, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Mar 8, 2021 Decoder Image Segmentation
Code Code Available 1Med-TTT: Vision Test-Time Training model for Medical Image Segmentation Oct 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Boosting multiple sclerosis lesion segmentation through attention mechanism Jul 1, 2023 Brain Image Segmentation Lesion Segmentation
Code Code Available 1From 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 1A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentation Aug 29, 2024 Image Segmentation Lesion Segmentation
Code Code Available 1Meta-Polyp: a baseline for efficient Polyp segmentation May 13, 2023 Decoder Medical Image Segmentation
Code Code Available 1MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Aug 14, 2024 Computational Efficiency Decoder
Code Code Available 1Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Jul 2, 2021 Data Augmentation Image Reconstruction
Code Code Available 1Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation Jul 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Sep 23, 2022 Contrastive Learning Image Segmentation
Code Code Available 1MISeval: a Metric Library for Medical Image Segmentation Evaluation Jan 23, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Attention U-Net: Learning Where to Look for the Pancreas Apr 11, 2018 Brain Tumor Segmentation Computational Efficiency
Code Code Available 1DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Jun 1, 2023 Decoder Domain Generalization
Code Code Available 1Attentive Symmetric Autoencoder for Brain MRI Segmentation Sep 19, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation Jan 11, 2023 Image Segmentation Left Atrium Segmentation
Code Code Available 1DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model Oct 19, 2023 Data Augmentation Image Generation
Code Code Available 1Segmentation with mixed supervision: Confidence maximization helps knowledge distillation Sep 21, 2021 Image Segmentation Knowledge Distillation
Code Code Available 1MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Feb 26, 2021 Decoder Image Segmentation
Code Code Available 1CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation Jun 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Enhancing surgical instrument segmentation: integrating vision transformer insights with adapter May 8, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation Jun 28, 2020 Anatomy Image Segmentation
Code Code Available 1Modeling Annotator Preference and Stochastic Annotation Error for Medical Image Segmentation Nov 26, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 1Few-Shot Medical Image Segmentation with High-Fidelity Prototypes Jun 26, 2024 Few-Shot Semantic Segmentation Image Segmentation
Code Code Available 1