| GroundingDINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models | Jun 30, 2025 | Organ SegmentationSegmentation | —Unverified | 0 |
| CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation | Jun 29, 2025 | Organ Segmentation | CodeCode Available | 1 |
| DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling | Jun 5, 2025 | AnatomyBrain Tumor Segmentation | —Unverified | 0 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| Auto-nnU-Net: Towards Automated Medical Image Segmentation | May 22, 2025 | AutoMLComputational Efficiency | CodeCode Available | 0 |
| MOSAIC: A Multi-View 2.5D Organ Slice Selector with Cross-Attentional Reasoning for Anatomically-Aware CT Localization in Medical Organ Segmentation | May 15, 2025 | Medical Image AnalysisOrgan Segmentation | —Unverified | 0 |
| BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes | May 14, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| RadSAM: Segmenting 3D radiological images with a 2D promptable model | Apr 29, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| MediAug: Exploring Visual Augmentation in Medical Imaging | Apr 26, 2025 | Brain Tumor ClassificationData Augmentation | CodeCode Available | 0 |
| Anatomy-constrained modelling of image-derived input functions in dynamic PET using multi-organ segmentation | Apr 23, 2025 | AnatomyOrgan Segmentation | CodeCode Available | 0 |
| TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation | Apr 16, 2025 | Image SegmentationLatent Diffusion Model for 3D | —Unverified | 0 |
| Benchmarking Multi-Organ Segmentation Tools for Multi-Parametric T1-weighted Abdominal MRI | Apr 10, 2025 | BenchmarkingOrgan Segmentation | —Unverified | 0 |
| SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation | Apr 3, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| MO-CTranS: A unified multi-organ segmentation model learning from multiple heterogeneously labelled datasets | Mar 28, 2025 | DecoderOrgan Segmentation | CodeCode Available | 0 |
| Imitating Radiological Scrolling: A Global-Local Attention Model for 3D Chest CT Volumes Multi-Label Anomaly Classification | Mar 26, 2025 | Anomaly ClassificationComputed Tomography (CT) | —Unverified | 0 |
| PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation | Mar 23, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Organ-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering | Mar 18, 2025 | BenchmarkingDescriptive | —Unverified | 0 |
| Anatomically and Metabolically Informed Diffusion for Unified Denoising and Segmentation in Low-Count PET Imaging | Mar 17, 2025 | DenoisingImage Denoising | —Unverified | 0 |
| Deep Learning-Based Automated Workflow for Accurate Segmentation and Measurement of Abdominal Organs in CT Scans | Mar 13, 2025 | AnatomyDiagnostic | —Unverified | 0 |
| Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation | Mar 7, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation | Mar 6, 2025 | Active LearningImage Segmentation | —Unverified | 0 |
| Self is the Best Learner: CT-free Ultra-Low-Dose PET Organ Segmentation via Collaborating Denoising and Segmentation Learning | Mar 5, 2025 | Computed Tomography (CT)Denoising | —Unverified | 0 |
| A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation | Feb 1, 2025 | DiagnosticMamba | CodeCode Available | 0 |
| Medical Semantic Segmentation with Diffusion Pretrain | Jan 31, 2025 | Image SegmentationLinear evaluation | —Unverified | 0 |
| Leveraging Textual Anatomical Knowledge for Class-Imbalanced Semi-Supervised Multi-Organ Segmentation | Jan 23, 2025 | Contrastive LearningOrgan Segmentation | CodeCode Available | 1 |
| GAMED-Snake: Gradient-aware Adaptive Momentum Evolution Deep Snake Model for Multi-organ Segmentation | Jan 22, 2025 | Organ SegmentationSegmentation | CodeCode Available | 0 |
| Enhancing Coronary Artery Calcium Scoring via Multi-Organ Segmentation on Non-Contrast Cardiac Computed Tomography | Jan 20, 2025 | AnatomyOrgan Segmentation | —Unverified | 0 |
| BASIC: Semi-supervised Multi-organ Segmentation with Balanced Subclass Regularization and Semantic-conflict Penalty | Jan 7, 2025 | Multi-Task LearningOrgan Segmentation | —Unverified | 0 |
| A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation | Dec 27, 2024 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation | Dec 7, 2024 | DecoderImage Segmentation | —Unverified | 0 |
| J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation | Nov 25, 2024 | Data AugmentationImage Segmentation | —Unverified | 0 |
| Automating Sonologists USG Commands with AI and Voice Interface | Nov 20, 2024 | DiagnosticOrgan Detection | —Unverified | 0 |
| SP ^3 : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation | Nov 18, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Deep learning-based auto-contouring of organs/structures-at-risk for pediatric upper abdominal radiotherapy | Nov 1, 2024 | Computed Tomography (CT)Organ Segmentation | CodeCode Available | 0 |
| Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs | Oct 26, 2024 | Domain GeneralizationFederated Learning | —Unverified | 0 |
| STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation | Oct 13, 2024 | Medical Image AnalysisMedical Image Segmentation | CodeCode Available | 1 |
| Low-Rank Continual Pyramid Vision Transformer: Incrementally Segment Whole-Body Organs in CT with Light-Weighted Adaptation | Oct 7, 2024 | Continual Semantic SegmentationOrgan Segmentation | —Unverified | 0 |
| Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation | Oct 1, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning | Sep 26, 2024 | Domain AdaptationGPU | —Unverified | 0 |
| Two Stage Segmentation of Cervical Tumors using PocketNet | Sep 17, 2024 | AnatomyComputed Tomography (CT) | —Unverified | 0 |
| TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation | Sep 17, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 1 |
| MAISI: Medical AI for Synthetic Imaging | Sep 13, 2024 | Computed Tomography (CT)Organ Segmentation | CodeCode Available | 0 |
| Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images | Sep 13, 2024 | Image SegmentationMamba | —Unverified | 0 |
| AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ Segmentation | Sep 12, 2024 | DecoderImage Segmentation | CodeCode Available | 0 |
| MOSMOS: Multi-organ segmentation facilitated by medical report supervision | Sep 4, 2024 | Contrastive LearningOrgan Segmentation | —Unverified | 0 |
| Handling Geometric Domain Shifts in Semantic Segmentation of Surgical RGB and Hyperspectral Images | Aug 27, 2024 | Organ SegmentationScene Segmentation | CodeCode Available | 0 |
| Alleviating Class Imbalance in Semi-supervised Multi-organ Segmentation via Balanced Subclass Regularization | Aug 26, 2024 | Organ Segmentation | —Unverified | 0 |
| GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data | Aug 9, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation | Aug 8, 2024 | DiversityFairness | —Unverified | 0 |