| TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation | Sep 17, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? | Oct 28, 2020 | Continual LearningOrgan 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 |
| Learnable Weight Initialization for Volumetric Medical Image Segmentation | Jun 15, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation | Jan 17, 2020 | 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 |
| 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 |
| Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation | Mar 29, 2023 | 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 |
| Self-supervised Semantic Segmentation: Consistency over Transformation | Aug 31, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Efficient Context-Aware Network for Abdominal Multi-organ Segmentation | Sep 22, 2021 | DecoderOrgan 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 |
| Topology-Preserving Shape Reconstruction and Registration via Neural Diffeomorphic Flow | Mar 16, 2022 | 3D geometryDecoder | 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 |
| 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 |
| DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets | Nov 20, 2020 | Image SegmentationMedical Image 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 |
| STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation | Oct 13, 2024 | Medical Image AnalysisMedical Image Segmentation | CodeCode Available | 1 | 5 |
| 'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images | Feb 4, 2019 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | 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 |
| Semantic segmentation of surgical hyperspectral images under geometric domain shifts | Mar 20, 2023 | Organ SegmentationScene 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 |
| Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs | Aug 26, 2022 | Adversarial RobustnessFew-Shot Learning | 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 |
| Robust deep learning-based semantic organ segmentation in hyperspectral images | Nov 9, 2021 | Deep LearningImage Segmentation | 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 |
| 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 |
| RAP-Net: Coarse-to-Fine Multi-Organ Segmentation with Single Random Anatomical Prior | Dec 23, 2020 | Organ SegmentationSegmentation | 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 |
| Recurrent Saliency Transformation Network: Incorporating Multi-Stage Visual Cues for Small Organ Segmentation | Sep 13, 2017 | Organ SegmentationPancreas Segmentation | CodeCode Available | 0 | 5 |
| Discriminative features pyramid network for medical image segmentation | Apr 25, 2024 | Image SegmentationMedical Image Segmentation | 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 |
| MO-CTranS: A unified multi-organ segmentation model learning from multiple heterogeneously labelled datasets | Mar 28, 2025 | DecoderOrgan Segmentation | 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 |
| MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation | Sep 18, 2021 | Image SegmentationMedical Image 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 |
| Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs | Oct 7, 2022 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 | 5 |
| MediAug: Exploring Visual Augmentation in Medical Imaging | Apr 26, 2025 | Brain Tumor ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| MAISI: Medical AI for Synthetic Imaging | Sep 13, 2024 | Computed Tomography (CT)Organ Segmentation | 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 |
| Localise to segment: crop to improve organ at risk segmentation accuracy | Apr 10, 2023 | Organ SegmentationSegmentation | 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 |