| AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets | Jul 26, 2023 | Lesion SegmentationSkin Lesion Segmentation | CodeCode Available | 1 |
| FEDD -- Fair, Efficient, and Diverse Diffusion-based Lesion Segmentation and Malignancy Classification | Jul 21, 2023 | DenoisingLesion Segmentation | CodeCode Available | 1 |
| Liver Tumor Screening and Diagnosis in CT with Pixel-Lesion-Patient Network | Jul 17, 2023 | Computed Tomography (CT)Holdout Set | CodeCode Available | 1 |
| CoactSeg: Learning from Heterogeneous Data for New Multiple Sclerosis Lesion Segmentation | Jul 10, 2023 | AllLesion Segmentation | CodeCode Available | 1 |
| MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets | Jul 5, 2023 | Efficient ViTsImage Segmentation | CodeCode Available | 1 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Jul 1, 2023 | Brain Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialogue | Jun 21, 2023 | Instruction FollowingLanguage Modeling | CodeCode Available | 1 |
| DAGrid: Directed Accumulator Grid | Jun 5, 2023 | Image RegistrationLesion Segmentation | CodeCode Available | 1 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Apr 21, 2023 | Lesion Segmentation | CodeCode Available | 1 |
| Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss Function | Apr 13, 2023 | Image SegmentationInstance Segmentation | CodeCode Available | 1 |
| MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation | Mar 25, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | CodeCode Available | 1 |
| OTRE: Where Optimal Transport Guided Unpaired Image-to-Image Translation Meets Regularization by Enhancing | Feb 6, 2023 | DenoisingDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach | Jan 25, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation | Dec 27, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation | Dec 21, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| MAPPING: Model Average with Post-processing for Stroke Lesion Segmentation | Nov 11, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| ESKNet-An enhanced adaptive selection kernel convolution for breast tumors segmentation | Nov 5, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation | Nov 3, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation | Oct 30, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| U-Net-based Models for Skin Lesion Segmentation: More Attention and Augmentation | Oct 28, 2022 | Data AugmentationLesion Segmentation | CodeCode Available | 1 |
| Exploring Vanilla U-Net for Lesion Segmentation from Whole-body FDG-PET/CT Scans | Oct 14, 2022 | Computed Tomography (CT)Data Augmentation | CodeCode Available | 1 |
| Automatic Tumor Segmentation via False Positive Reduction Network for Whole-Body Multi-Modal PET/CT Images | Sep 16, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation | Jul 27, 2022 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset | Jun 14, 2022 | BenchmarkingIschemic Stroke Lesion Segmentation | CodeCode Available | 1 |
| Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation | Jun 3, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| XBound-Former: Toward Cross-scale Boundary Modeling in Transformers | Jun 2, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Progressive Multi-scale Consistent Network for Multi-class Fundus Lesion Segmentation | May 31, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Self-supervised Assisted Active Learning for Skin Lesion Segmentation | May 14, 2022 | Active LearningDiversity | CodeCode Available | 1 |
| FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation | May 4, 2022 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images | Apr 26, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | CodeCode Available | 1 |
| ModDrop++: A Dynamic Filter Network with Intra-subject Co-training for Multiple Sclerosis Lesion Segmentation with Missing Modalities | Mar 7, 2022 | Lesion Segmentation | CodeCode Available | 1 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation | Feb 24, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation | Feb 2, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| M2MRF: Many-to-Many Reassembly of Features for Tiny Lesion Segmentation in Fundus Images | Oct 30, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Prior Attention Network for Multi-Lesion Segmentation in Medical Images | Oct 10, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| Training on Polar Image Transformations Improves Biomedical Image Segmentation | Sep 29, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention | Sep 29, 2021 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 1 |
| Small Lesion Segmentation in Brain MRIs with Subpixel Embedding | Sep 18, 2021 | DecoderLesion Segmentation | CodeCode Available | 1 |
| Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation | Sep 13, 2021 | DecoderDomain Generalization | CodeCode Available | 1 |
| Team NeuroPoly: Description of the Pipelines for the MICCAI 2021 MS New Lesions Segmentation Challenge | Sep 12, 2021 | Lesion Segmentation | CodeCode Available | 1 |
| Looking at the whole picture: constrained unsupervised anomaly segmentation | Sep 1, 2021 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| Unsupervised Local Discrimination for Medical Images | Aug 21, 2021 | Contrastive LearningLesion Segmentation | CodeCode Available | 1 |
| CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation | Aug 16, 2021 | Data AugmentationLesion Segmentation | CodeCode Available | 1 |