| Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography | May 28, 2024 | Computational EfficiencyComputed Tomography (CT) | CodeCode Available | 4 |
| 3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers | Oct 11, 2023 | DecoderImage Segmentation | CodeCode Available | 4 |
| UNETR: Transformers for 3D Medical Image Segmentation | Mar 18, 2021 | 3D Medical Imaging SegmentationDecoder | CodeCode Available | 3 |
| Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario: A robustness evaluation benchmark with challenging cases | Jun 19, 2024 | 8kHallucination | CodeCode Available | 2 |
| TotalVibeSegmentator: Full Body MRI Segmentation for the NAKO and UK Biobank | May 31, 2024 | EpidemiologyHoldout Set | CodeCode Available | 2 |
| MRSegmentator: Multi-Modality Segmentation of 40 Classes in MRI and CT | May 10, 2024 | Model OptimizationOrgan Segmentation | CodeCode Available | 2 |
| Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation | Apr 9, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding | Mar 27, 2024 | DecoderImage Segmentation | CodeCode Available | 2 |
| U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation | Jan 9, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 2 |
| BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation | Jan 1, 2024 | DecoderImage Segmentation | CodeCode Available | 2 |
| MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention | Dec 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation | Sep 7, 2023 | Organ SegmentationSegmentation | CodeCode Available | 2 |
| Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training | Jul 31, 2023 | Organ SegmentationRepresentation Learning | CodeCode Available | 2 |
| AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks | May 16, 2023 | 8kActive Learning | CodeCode Available | 2 |
| Customized Segment Anything Model for Medical Image Segmentation | Apr 26, 2023 | DecoderImage Segmentation | CodeCode Available | 2 |
| CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection | Jan 2, 2023 | Organ SegmentationSegmentation | CodeCode Available | 2 |
| TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation | Feb 8, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 2 |
| CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation | Jun 29, 2025 | Organ Segmentation | CodeCode Available | 1 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation | Mar 23, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Leveraging Textual Anatomical Knowledge for Class-Imbalanced Semi-Supervised Multi-Organ Segmentation | Jan 23, 2025 | Contrastive LearningOrgan Segmentation | CodeCode Available | 1 |
| STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation | Oct 13, 2024 | Medical Image AnalysisMedical Image Segmentation | CodeCode Available | 1 |
| TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation | Sep 17, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 1 |
| GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data | Aug 9, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation | Apr 11, 2024 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
