Challenge Summary U-MedSAM: Uncertainty-aware MedSAM for Medical Image Segmentation Aug 3, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0MedUHIP: Towards Human-In-the-Loop Medical Segmentation Aug 3, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging Segmentation Aug 1, 2024 3D Semantic Segmentation Denoising
Code Code Available 0Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Aug 1, 2024 Image Segmentation Interactive Segmentation
Code Code Available 4Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Aug 1, 2024 Denoising Image Segmentation
Code Code Available 0Expanding the Medical Decathlon dataset: segmentation of colon and colorectal cancer from computed tomography images Jul 31, 2024 Medical Image Segmentation
Code Code Available 0MSA^2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Jul 31, 2024 Decoder Image Segmentation
Code Code Available 2Adaptive Mix for Semi-Supervised Medical Image Segmentation Jul 31, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0Robust Box Prompt based SAM for Medical Image Segmentation Jul 31, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework Jul 31, 2024 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available 2Distribution-Aware Replay for Continual MRI Segmentation Jul 30, 2024 Continual Learning Hippocampus
— Unverified 0Dense Self-Supervised Learning for Medical Image Segmentation Jul 29, 2024 Decoder Image Segmentation
— Unverified 0Robust Conformal Volume Estimation in 3D Medical Images Jul 29, 2024 Conformal Prediction Density Ratio Estimation
Code Code Available 0Few-Shot Medical Image Segmentation with Large Kernel Attention Jul 27, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation Jul 27, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation Jul 26, 2024 Cardiac Segmentation Image Segmentation
— Unverified 0CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation Jul 25, 2024 Computational Efficiency Decoder
Code Code Available 1Topology-Preserving Downsampling of Binary Images Jul 25, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 0Segmentation by registration-enabled SAM prompt engineering using five reference images Jul 25, 2024 Image Registration Image Segmentation
Code Code Available 0Trans2Unet: Neural fusion for Nuclei Semantic Segmentation Jul 24, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0Navigating Uncertainty in Medical Image Segmentation Jul 23, 2024 Image Segmentation Lesion Segmentation
— Unverified 0EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Jul 23, 2024 Decoder Image Segmentation
Code Code Available 1FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation Jul 22, 2024 Denoising Image Segmentation
— Unverified 0MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM Jul 21, 2024 Few-Shot Learning GPU
— Unverified 0PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates Jul 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation Jul 19, 2024 Decoder Image Segmentation
Code Code Available 2Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy Jul 17, 2024 Denoising Image Denoising
Code Code Available 1FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification Jul 17, 2024 CPU Domain Adaptation
Code Code Available 1The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation Jul 16, 2024 Domain Generalization Image Segmentation
Code Code Available 1LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors Jul 16, 2024 BraTS2021 Hippocampus
Code Code Available 0Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Jul 15, 2024 Image Segmentation In-Context Learning
— Unverified 0Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach Jul 13, 2024 Diagnostic Image Segmentation
— Unverified 0DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation Jul 13, 2024 Denoising Image Segmentation
Code Code Available 2Segmenting Medical Images with Limited Data Jul 12, 2024 Decoder Diversity
Code Code Available 0FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Jul 11, 2024 Domain Adaptation Fairness
Code Code Available 1SliceMamba with Neural Architecture Search for Medical Image Segmentation Jul 11, 2024 Image Segmentation Mamba
— Unverified 0Weakly-supervised Medical Image Segmentation with Gaze Annotations Jul 10, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation Jul 10, 2024 Domain Adaptation Domain Generalization
— Unverified 0Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation Jul 10, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Jul 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models Jul 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis Jul 8, 2024 Image Segmentation Lesion Segmentation
Code Code Available 0Self-Paced Sample Selection for Barely-Supervised Medical Image Segmentation Jul 7, 2024 Contrastive Learning Image Registration
Code Code Available 0Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation Jul 7, 2024 Decoder Image Segmentation
Code Code Available 1Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models Jul 7, 2024 Denoising Diagnostic
— Unverified 0SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation Jul 6, 2024 General Knowledge Image Segmentation
— Unverified 0Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation Jul 6, 2024 Image Segmentation Language Modelling
— Unverified 0Semi-Supervised Segmentation via Embedding Matching Jul 5, 2024 Image Segmentation Medical Image Segmentation
— Unverified 0HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Jul 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation Jul 3, 2024 Domain Adaptation Image Segmentation
Code Code Available 1