| A hybrid approach for improving U-Net variants in medical image segmentation | Jul 31, 2023 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| 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 |
| EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation | Jul 17, 2023 | DecoderImage Segmentation | CodeCode Available | 2 |
| 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 |
| 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 |
| Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach | Jan 25, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Deep Learning based Novel Cascaded Approach for Skin Lesion Analysis | Jan 16, 2023 | ClassificationDecoder | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| XBound-Former: Toward Cross-scale Boundary Modeling in Transformers | Jun 2, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| 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 |
| 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 |
| Skin lesion segmentation and classification using deep learning and handcrafted features | Dec 20, 2021 | ClassificationLesion Segmentation | —Unverified | 0 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Automated skin lesion segmentation using multi-scale feature extraction scheme and dual-attention mechanism | Nov 16, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| 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 |
| MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation | May 16, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| 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 |
| Matthews Correlation Coefficient Loss for Deep Convolutional Networks: Application to Skin Lesion Segmentation | Oct 26, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Frequency and Spatial domain based Saliency for Pigmented Skin Lesion Segmentation | Oct 8, 2020 | Lesion SegmentationSegmentation | —Unverified | 0 |
| CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation | Sep 22, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image Classification | Aug 28, 2020 | Binary ClassificationClassification | CodeCode Available | 0 |
| DONet: Dual Objective Networks for Skin Lesion Segmentation | Aug 19, 2020 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation | Apr 28, 2020 | Deep LearningExperimental Design | CodeCode Available | 0 |
| DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation | Apr 28, 2020 | DecoderImage Segmentation | CodeCode Available | 1 |
| Cascaded Context Enhancement Network for Automatic Skin Lesion Segmentation | Apr 17, 2020 | Lesion SegmentationMelanoma Diagnosis | —Unverified | 0 |