| 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 |
| XBound-Former: Toward Cross-scale Boundary Modeling in Transformers | Jun 2, 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 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion 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 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation | May 16, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Matthews Correlation Coefficient Loss for Deep Convolutional Networks: Application to Skin Lesion Segmentation | Oct 26, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation | Sep 22, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation | Apr 28, 2020 | DecoderImage Segmentation | CodeCode Available | 1 |
| Illumination-based Transformations Improve Skin Lesion Segmentation in Dermoscopic Images | Mar 23, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging | Aug 21, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework | Jun 3, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| A Lightweight U-Net Model for Accurate Skin Lesion Segmentation | Apr 12, 2025 | Lesion ClassificationLesion Segmentation | —Unverified | 0 |
| Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation | Apr 4, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging | Mar 23, 2025 | Cell SegmentationDiagnostic | —Unverified | 0 |
| An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation | Mar 21, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation | Mar 5, 2025 | DecoderLesion Segmentation | CodeCode Available | 0 |
| GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis | Feb 23, 2025 | ClassificationDiagnostic | CodeCode Available | 0 |
| Image Segmentation: Inducing graph-based learning | Jan 7, 2025 | Autonomous DrivingImage Segmentation | CodeCode Available | 0 |
