| CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation | Jan 17, 2020 | Organ SegmentationSegmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation | Jun 29, 2025 | Organ Segmentation | CodeCode Available | 1 | 5 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 | 5 |
| Transfer learning from a sparsely annotated dataset of 3D medical images | Nov 8, 2023 | Organ SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation | Mar 10, 2022 | Brain Tumor Segmentationimage-classification | CodeCode Available | 1 | 5 |
| Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) | May 20, 2022 | AnatomyImage Segmentation | CodeCode Available | 1 | 5 |
| Topology-Preserving Shape Reconstruction and Registration via Neural Diffeomorphic Flow | Mar 16, 2022 | 3D geometryDecoder | CodeCode Available | 1 | 5 |
| D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation | Mar 15, 2024 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Efficient Context-Aware Network for Abdominal Multi-organ Segmentation | Sep 22, 2021 | DecoderOrgan Segmentation | CodeCode Available | 1 | 5 |
| Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation | Nov 24, 2021 | Domain AdaptationOrgan Segmentation | CodeCode Available | 1 | 5 |
| 3D Vascular Segmentation Supervised by 2D Annotation of Maximum Intensity Projection | Feb 19, 2024 | Organ SegmentationSegmentation | CodeCode Available | 1 | 5 |
| AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation | Jun 16, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Boundary-Aware Network for Abdominal Multi-Organ Segmentation | Aug 29, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| DLUNet: Semi-supervised Learning based Dual-Light UNet for Multi-organ Segmentation | Sep 22, 2022 | GPUOrgan Segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets | Nov 20, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Evaluating General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks | Dec 4, 2023 | Few-Shot LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| Unpaired Multi-modal Segmentation via Knowledge Distillation | Jan 6, 2020 | Image SegmentationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | CodeCode Available | 0 | 5 |
| Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation | Aug 14, 2019 | Computed Tomography (CT)Image Retrieval | CodeCode Available | 0 | 5 |
| Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks | Dec 2, 2017 | Image SegmentationOrgan Segmentation | CodeCode Available | 0 | 5 |
| AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation | Aug 28, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Auto-nnU-Net: Towards Automated Medical Image Segmentation | May 22, 2025 | AutoMLComputational Efficiency | CodeCode Available | 0 | 5 |
| Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative Study | Jan 25, 2021 | Image SegmentationLiver Segmentation | CodeCode Available | 0 | 5 |
| Self-Supervised Learning Based on Spatial Awareness for Medical Image Analysis | Aug 30, 2020 | Medical Image AnalysisOrgan Segmentation | CodeCode Available | 0 | 5 |
| Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling | Jul 21, 2019 | Active LearningOrgan Segmentation | CodeCode Available | 0 | 5 |
| 3D Cross-Pseudo Supervision (3D-CPS): A semi-supervised nnU-Net architecture for abdominal organ segmentation | Sep 19, 2022 | Organ Segmentation | CodeCode Available | 0 | 5 |
| Recurrent Saliency Transformation Network: Incorporating Multi-Stage Visual Cues for Small Organ Segmentation | Sep 13, 2017 | Organ SegmentationPancreas Segmentation | CodeCode Available | 0 | 5 |
| Autofocus Layer for Semantic Segmentation | May 22, 2018 | Brain Tumor SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge | Oct 7, 2023 | AnatomyComputed Tomography (CT) | CodeCode Available | 0 | 5 |
| RAP-Net: Coarse-to-Fine Multi-Organ Segmentation with Single Random Anatomical Prior | Dec 23, 2020 | Organ SegmentationSegmentation | CodeCode Available | 0 | 5 |
| A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans | Dec 25, 2016 | Organ SegmentationPancreas Segmentation | CodeCode Available | 0 | 5 |
| Pseudo-Label Guided Multi-Contrast Generalization for Non-Contrast Organ-Aware Segmentation | May 12, 2022 | Organ SegmentationPseudo Label | CodeCode Available | 0 | 5 |
| A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation | Feb 1, 2025 | DiagnosticMamba | CodeCode Available | 0 | 5 |
| AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ Segmentation | Sep 12, 2024 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| MO-CTranS: A unified multi-organ segmentation model learning from multiple heterogeneously labelled datasets | Mar 28, 2025 | DecoderOrgan Segmentation | CodeCode Available | 0 | 5 |
| Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs | Aug 26, 2022 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 | 5 |
| MediAug: Exploring Visual Augmentation in Medical Imaging | Apr 26, 2025 | Brain Tumor ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs | Oct 7, 2022 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 | 5 |
| Medical Image Segmentation Using Directional Window Attention | Jun 25, 2024 | Cell SegmentationDiagnostic | CodeCode Available | 0 | 5 |
| 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 | 5 |
| MAISI: Medical AI for Synthetic Imaging | Sep 13, 2024 | Computed Tomography (CT)Organ Segmentation | CodeCode Available | 0 | 5 |
| Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning | Nov 21, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| 3D Medical Image Segmentation based on multi-scale MPU-Net | Jul 11, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Iterative Semi-Supervised Learning for Abdominal Organs and Tumor Segmentation | Oct 2, 2023 | Computational EfficiencyOrgan Segmentation | CodeCode Available | 0 | 5 |
| Discriminative features pyramid network for medical image segmentation | Apr 25, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT | Nov 11, 2022 | Image SegmentationKnowledge Distillation | CodeCode Available | 0 | 5 |