| MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation | Jan 5, 2025 | DenoisingImage Generation | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling | Oct 20, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |
| Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks | Oct 20, 2023 | DecoderImage Segmentation | —Unverified | 0 |
| UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN | Oct 14, 2023 | CPUDiagnostic | CodeCode Available | 0 |
| 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 |
| INCEPTNET: Precise And Early Disease Detection Application For Medical Images Analyses | Sep 5, 2023 | Cell DetectionLesion Segmentation | CodeCode Available | 0 |
| Unsupervised Skin Lesion Segmentation via Structural Entropy Minimization on Multi-Scale Superpixel Graphs | Sep 5, 2023 | Lesion SegmentationOutlier Detection | CodeCode Available | 0 |
| Channel Attention Separable Convolution Network for Skin Lesion Segmentation | Sep 3, 2023 | Lesion SegmentationSegmentation | —Unverified | 0 |
| A hybrid approach for improving U-Net variants in medical image segmentation | Jul 31, 2023 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Generative Adversarial Networks based Skin Lesion Segmentation | May 29, 2023 | Lesion SegmentationSkin Lesion Segmentation | CodeCode Available | 0 |
| LCAUnet: A skin lesion segmentation network with enhanced edge and body fusion | May 1, 2023 | Lesion SegmentationSkin Lesion Segmentation | —Unverified | 0 |
| HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation | Apr 10, 2023 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Patch Network for medical image Segmentation | Feb 23, 2023 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Deep Learning based Novel Cascaded Approach for Skin Lesion Analysis | Jan 16, 2023 | ClassificationDecoder | —Unverified | 0 |
| UNet-2022: Exploring Dynamics in Non-isomorphic Architecture | Oct 27, 2022 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation | Oct 15, 2022 | DiagnosticImage Segmentation | —Unverified | 0 |
| A survey, review, and future trends of skin lesion segmentation and classification | Aug 25, 2022 | ArticlesLesion Classification | —Unverified | 0 |
| Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle | Aug 5, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 0 |
| 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 |
| DTP-Net: A convolutional neural network model to predict threshold for localizing the lesions on dermatological macro-images | Jul 12, 2022 | Lesion SegmentationSkin Lesion Segmentation | CodeCode Available | 0 |
| A Survey on Deep Learning for Skin Lesion Segmentation | Jun 1, 2022 | Deep LearningLesion Segmentation | CodeCode Available | 0 |
| Salient Skin Lesion Segmentation via Dilated Scale-Wise Feature Fusion Network | May 20, 2022 | Lesion DetectionLesion Segmentation | —Unverified | 0 |
| Skin lesion segmentation and classification using deep learning and handcrafted features | Dec 20, 2021 | ClassificationLesion Segmentation | —Unverified | 0 |
| Automated skin lesion segmentation using multi-scale feature extraction scheme and dual-attention mechanism | Nov 16, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning | Aug 26, 2021 | Few-Shot Semantic SegmentationImage Segmentation | —Unverified | 0 |
| Knowledge-aware Deep Framework for Collaborative Skin Lesion Segmentation and Melanoma Recognition | Jun 7, 2021 | Clinical KnowledgeLesion Segmentation | —Unverified | 0 |
| Uncertainty-Aware Temporal Self-Learning (UATS): Semi-Supervised Learning for Segmentation of Prostate Zones and Beyond | Apr 8, 2021 | HippocampusLesion Segmentation | —Unverified | 0 |
| A New Approach for Automatic Segmentation and Evaluation of Pigmentation Lesion by using Active Contour Model and Speeded Up Robust Features | Jan 18, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Lesion Net -- Skin Lesion Segmentation Using Coordinate Convolution and Deep Residual Units | Dec 28, 2020 | Lesion SegmentationSegmentation | —Unverified | 0 |
| D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation | Dec 14, 2020 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Saliency-based segmentation of dermoscopic images using color information | Nov 26, 2020 | BinarizationLesion Segmentation | —Unverified | 0 |
| Leveraging Adaptive Color Augmentation in Convolutional Neural Networks for Deep Skin Lesion Segmentation | Oct 31, 2020 | Lesion SegmentationSkin Lesion Segmentation | —Unverified | 0 |
| Frequency and Spatial domain based Saliency for Pigmented Skin Lesion Segmentation | Oct 8, 2020 | Lesion SegmentationSegmentation | —Unverified | 0 |