| 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 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| 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 |
| MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation | Jan 5, 2025 | DenoisingImage Generation | —Unverified | 0 |
| QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation | Dec 23, 2024 | Breast Cancer DetectionDecoder | CodeCode Available | 1 |
| Hyper-Fusion Network for Semi-Automatic Segmentation of Skin Lesions | Dec 14, 2024 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation | Dec 5, 2024 | Domain GeneralizationImage Generation | CodeCode Available | 0 |
| 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 |
| TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation | Nov 26, 2024 | DecoderLesion Segmentation | —Unverified | 0 |
| When Mamba Meets xLSTM: An Efficient and Precise Method with the xLSTM-VMUNet Model for Skin lesion Segmentation | Nov 14, 2024 | Computational EfficiencyLesion Segmentation | CodeCode Available | 0 |
| 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 |
| SkinFormer: Learning Statistical Texture Representation with Transformer for Skin Lesion Segmentation | Sep 13, 2024 | Lesion SegmentationSegmentation | CodeCode Available | 0 |
| AD-Net: Attention-based dilated convolutional residual network with guided decoder for robust skin lesion segmentation | Sep 9, 2024 | Data AugmentationDecoder | —Unverified | 0 |
| MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation | Sep 4, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation | Sep 3, 2024 | Lesion SegmentationSegmentation | —Unverified | 0 |
| TESL-Net: A Transformer-Enhanced CNN for Accurate Skin Lesion Segmentation | Aug 19, 2024 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Segmentation Style Discovery: Application to Skin Lesion Images | Aug 5, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 0 |
| S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images | Jul 31, 2024 | DiversityLesion Segmentation | CodeCode Available | 0 |
| MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation | May 24, 2024 | Computational EfficiencyLesion Segmentation | CodeCode Available | 0 |
| AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation | May 5, 2024 | Lesion SegmentationMamba | CodeCode Available | 1 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation | Jan 10, 2024 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| SLP-Net:An efficient lightweight network for segmentation of skin lesions | Dec 20, 2023 | DecoderLesion Segmentation | —Unverified | 0 |
| MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention | Dec 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation | Nov 29, 2023 | Computational EfficiencyDecoder | CodeCode Available | 6 |
| 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 |
| A Region of Interest Focused Triple UNet Architecture for Skin Lesion Segmentation | Nov 21, 2023 | DiversityLesion Segmentation | —Unverified | 0 |
| IARS SegNet: Interpretable Attention Residual Skip connection SegNet for melanoma segmentation | Oct 31, 2023 | Lesion SegmentationMelanoma Diagnosis | —Unverified | 0 |
| SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation | Oct 26, 2023 | Brain Tumor SegmentationDecoder | —Unverified | 0 |
| Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks | Oct 20, 2023 | DecoderImage Segmentation | —Unverified | 0 |
| Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling | Oct 20, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |
| UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN | Oct 14, 2023 | CPUDiagnostic | CodeCode Available | 0 |
| SSG2: A new modelling paradigm for semantic segmentation | Oct 12, 2023 | Change DetectionLesion Segmentation | CodeCode Available | 1 |
| USL-Net: Uncertainty Self-Learning Network for Unsupervised Skin Lesion Segmentation | Sep 23, 2023 | Contrastive LearningLesion Segmentation | —Unverified | 0 |
| Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications | Sep 7, 2023 | COVID-19 DiagnosisLesion Segmentation | —Unverified | 0 |
| Unsupervised Skin Lesion Segmentation via Structural Entropy Minimization on Multi-Scale Superpixel Graphs | Sep 5, 2023 | Lesion SegmentationOutlier Detection | CodeCode Available | 0 |
| INCEPTNET: Precise And Early Disease Detection Application For Medical Images Analyses | Sep 5, 2023 | Cell DetectionLesion Segmentation | CodeCode Available | 0 |
| Channel Attention Separable Convolution Network for Skin Lesion Segmentation | Sep 3, 2023 | Lesion SegmentationSegmentation | —Unverified | 0 |
| 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 |