| Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation | Nov 24, 2021 | Domain AdaptationOrgan Segmentation | CodeCode Available | 1 |
| WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image | Nov 3, 2021 | GPUImage Segmentation | CodeCode Available | 1 |
| Efficient Context-Aware Network for Abdominal Multi-organ Segmentation | Sep 22, 2021 | DecoderOrgan Segmentation | CodeCode Available | 1 |
| FocusNetv2: Imbalanced Large and Small Organ Segmentation with Adversarial Shape Constraint for Head and Neck CT Images | Apr 5, 2021 | Organ SegmentationSegmentation | CodeCode Available | 1 |
| A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation | Mar 18, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| An Uncertainty-Driven GCN Refinement Strategy for Organ Segmentation | Dec 6, 2020 | Graph LearningOrgan Segmentation | CodeCode Available | 1 |
| DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets | Nov 20, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Weakly Supervised 3D Classification of Chest CT using Aggregated Multi-Resolution Deep Segmentation Features | Oct 31, 2020 | 3D ClassificationBinary Classification | CodeCode Available | 1 |
| AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? | Oct 28, 2020 | Continual LearningOrgan Segmentation | CodeCode Available | 1 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation | Jul 18, 2020 | Domain AdaptationGenerative Adversarial Network | CodeCode Available | 1 |
| Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation | Feb 6, 2020 | Domain AdaptationImage Segmentation | CodeCode Available | 1 |
| CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation | Jan 17, 2020 | Organ SegmentationSegmentation | CodeCode Available | 1 |
| Unpaired Multi-modal Segmentation via Knowledge Distillation | Jan 6, 2020 | Image SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction | Jan 1, 2020 | Image SegmentationOrgan Segmentation | CodeCode Available | 1 |
| 3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation | Sep 4, 2019 | image-classificationImage Classification | CodeCode Available | 1 |
| Image to Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography | Jun 24, 2019 | Decision MakingGenerative Adversarial Network | CodeCode Available | 1 |
| Uncertainty-based graph convolutional networks for organ segmentation refinement | Jun 5, 2019 | Graph LearningOrgan Segmentation | CodeCode Available | 1 |
| 'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images | Feb 4, 2019 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 |
| Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks | Mar 7, 2018 | Brain Segmentationimage-classification | CodeCode Available | 1 |
| GroundingDINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models | Jun 30, 2025 | Organ SegmentationSegmentation | —Unverified | 0 |
| DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling | Jun 5, 2025 | AnatomyBrain Tumor Segmentation | —Unverified | 0 |
| 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 |
| 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 |
| 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 |