| MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation | Mar 17, 2023 | DecoderImage Segmentation | CodeCode Available | 2 | 5 |
| LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation | Apr 7, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 2 | 5 |
| SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images | Oct 23, 2023 | 3D ArchitectureImage Segmentation | CodeCode Available | 2 | 5 |
| SegVol: Universal and Interactive Volumetric Medical Image Segmentation | Nov 22, 2023 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 2 | 5 |
| CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation | Nov 8, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation | Sep 26, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling | Mar 16, 2023 | Domain AdaptationDomain Generalization | CodeCode Available | 1 | 5 |
| Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation | Jul 14, 2023 | Adversarial AttackDeep Learning | CodeCode Available | 1 | 5 |
| Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation | Oct 17, 2023 | Domain AdaptationDomain Generalization | CodeCode Available | 1 | 5 |
| TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration | Jun 20, 2025 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| nnFormer: Interleaved Transformer for Volumetric Segmentation | Sep 7, 2021 | Image SegmentationInductive Bias | 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 |
| Learnable Weight Initialization for Volumetric Medical Image Segmentation | Jun 15, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Positional Contrastive Learning for Volumetric Medical Image Segmentation | Jun 16, 2021 | Contrastive Learningimage-classification | CodeCode Available | 1 | 5 |
| Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation | Jun 18, 2022 | Deep LearningImage Segmentation | CodeCode Available | 1 | 5 |
| A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation | Nov 26, 2021 | Brain Tumor SegmentationDecoder | CodeCode Available | 1 | 5 |
| KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation | Oct 4, 2020 | 3D Medical Imaging SegmentationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | 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 |
| Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation | Mar 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation | Jul 19, 2018 | 3D Medical Imaging SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task | Jul 6, 2017 | 3D Medical Imaging SegmentationImage Segmentation | CodeCode Available | 0 | 5 |
| Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective | May 16, 2024 | Domain AdaptationImage Registration | CodeCode Available | 0 | 5 |
| Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing | Oct 20, 2024 | Image SegmentationInstance Segmentation | CodeCode Available | 0 | 5 |
| Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer | Dec 18, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 0 | 5 |
