| U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation | Nov 29, 2023 | Computational EfficiencyDecoder | CodeCode Available | 6 | 5 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 | 5 |
| MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention | Dec 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 2 | 5 |
| EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation | Jul 17, 2023 | DecoderImage Segmentation | CodeCode Available | 2 | 5 |
| MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation | Sep 4, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 | 5 |
| A Multimodal Vision Foundation Model for Clinical Dermatology | Oct 19, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Illumination-based Transformations Improve Skin Lesion Segmentation in Dermoscopic Images | Mar 23, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | CodeCode Available | 1 | 5 |
| U-Net-based Models for Skin Lesion Segmentation: More Attention and Augmentation | Oct 28, 2022 | Data AugmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation | Aug 5, 2023 | DenoisingImage Generation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation | May 5, 2024 | Lesion SegmentationMamba | CodeCode Available | 1 | 5 |
| MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets | Jul 5, 2023 | Efficient ViTsImage Segmentation | CodeCode Available | 1 | 5 |
| XBound-Former: Toward Cross-scale Boundary Modeling in Transformers | Jun 2, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| SSG2: A new modelling paradigm for semantic segmentation | Oct 12, 2023 | Change DetectionLesion Segmentation | CodeCode Available | 1 | 5 |
| MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation | Nov 3, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach | Jan 25, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation | Oct 30, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging | Aug 21, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers | Aug 25, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| FEDD -- Fair, Efficient, and Diverse Diffusion-based Lesion Segmentation and Malignancy Classification | Jul 21, 2023 | DenoisingLesion Segmentation | CodeCode Available | 1 | 5 |
| Matthews Correlation Coefficient Loss for Deep Convolutional Networks: Application to Skin Lesion Segmentation | Oct 26, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification | Nov 27, 2023 | Image SegmentationLesion Classification | CodeCode Available | 1 | 5 |
| MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation | May 16, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets | Jul 26, 2023 | Lesion SegmentationSkin Lesion Segmentation | CodeCode Available | 1 | 5 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation | Sep 22, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 | 5 |
| FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation | May 4, 2022 | Federated LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection | Aug 31, 2023 | DecoderLesion Segmentation | CodeCode Available | 1 | 5 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 | 5 |
| DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation | Apr 28, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation | Dec 23, 2024 | Breast Cancer DetectionDecoder | CodeCode Available | 1 | 5 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation | Dec 27, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| DAGrid: Directed Accumulator Grid | Jun 5, 2023 | Image RegistrationLesion Segmentation | CodeCode Available | 1 | 5 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 | 5 |
| Self-supervised Assisted Active Learning for Skin Lesion Segmentation | May 14, 2022 | Active LearningDiversity | CodeCode Available | 1 | 5 |
| An EfficientNet-based modified sigmoid transform for enhancing dermatological macro-images of melanoma and nevi skin lesions | Jul 17, 2022 | Lesion SegmentationLocal Color Enhancement | CodeCode Available | 0 | 5 |
| A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation | Apr 16, 2020 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Automatic skin lesion segmentation with fully convolutional-deconvolutional networks | Mar 15, 2017 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Automatic Skin Lesion Segmentation Using Deep Fully Convolutional Networks | Jul 17, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation | Apr 28, 2020 | Deep LearningExperimental Design | CodeCode Available | 0 | 5 |
| Dense Pooling layers in Fully Convolutional Network for Skin Lesion Segmentation | Dec 29, 2017 | Lesion SegmentationMedical Image Analysis | CodeCode Available | 0 | 5 |
| Deeply Supervised Rotation Equivariant Network for Lesion Segmentation in Dermoscopy Images | Jul 8, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Automatic Skin Lesion Segmentation Using GrabCut in HSV Colour Space | Sep 30, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
