| U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation | Nov 29, 2023 | Computational EfficiencyDecoder | CodeCode Available | 6 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| A Multimodal Vision Foundation Model for Clinical Dermatology | Oct 19, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 2 |
| SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance | Sep 17, 2024 | DecoderLesion Segmentation | CodeCode Available | 2 |
| MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation | Sep 4, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention | Dec 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation | Jul 17, 2023 | DecoderImage Segmentation | CodeCode Available | 2 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation | Dec 23, 2024 | Breast Cancer DetectionDecoder | CodeCode Available | 1 |
| MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation | Dec 2, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 1 |
| AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation | May 5, 2024 | Lesion SegmentationMamba | CodeCode Available | 1 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 |
| Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification | Nov 27, 2023 | Image SegmentationLesion Classification | CodeCode Available | 1 |
| SSG2: A new modelling paradigm for semantic segmentation | Oct 12, 2023 | Change DetectionLesion Segmentation | CodeCode Available | 1 |
| Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection | Aug 31, 2023 | DecoderLesion Segmentation | CodeCode Available | 1 |
| SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation | Aug 26, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers | Aug 25, 2023 | DecoderImage Segmentation | CodeCode Available | 1 |
| DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation | Aug 5, 2023 | DenoisingImage Generation | CodeCode Available | 1 |
| 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 |
| MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets | Jul 5, 2023 | Efficient ViTsImage Segmentation | CodeCode Available | 1 |
| DAGrid: Directed Accumulator Grid | Jun 5, 2023 | Image RegistrationLesion Segmentation | 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 |
| MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation | Nov 3, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
