| Free-form Lesion Synthesis Using a Partial Convolution Generative Adversarial Network for Enhanced Deep Learning Liver Tumor Segmentation | Jun 18, 2022 | FormGenerative Adversarial Network | —Unverified | 0 |
| ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset | Jun 14, 2022 | BenchmarkingIschemic Stroke Lesion Segmentation | CodeCode Available | 1 |
| Deep ensemble learning for segmenting tuberculosis-consistent manifestations in chest radiographs | Jun 13, 2022 | Decision MakingEnsemble Learning | —Unverified | 0 |
| SyntheX: Scaling Up Learning-based X-ray Image Analysis Through In Silico Experiments | Jun 13, 2022 | Domain GeneralizationLesion Segmentation | CodeCode Available | 2 |
| Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation | Jun 3, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| 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 |
| Progressive Multi-scale Consistent Network for Multi-class Fundus Lesion Segmentation | May 31, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| 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 |
| SAN-Net: Learning Generalization to Unseen Sites for Stroke Lesion Segmentation with Self-Adaptive Normalization | May 9, 2022 | Data AugmentationLesion Segmentation | CodeCode Available | 0 |
| FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation | May 4, 2022 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning | May 3, 2022 | Federated LearningLesion Segmentation | —Unverified | 0 |
| AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images | Apr 26, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Class Balanced PixelNet for Neurological Image Segmentation | Apr 23, 2022 | Brain Tumor SegmentationImage Segmentation | —Unverified | 0 |
| Segmentation Network with Compound Loss Function for Hydatidiform Mole Hydrops Lesion Recognition | Apr 11, 2022 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Ischemic Stroke Lesion Segmentation Using Adversarial Learning | Apr 11, 2022 | Brain SegmentationComputed Tomography (CT) | —Unverified | 0 |
| Segmentation-Consistent Probabilistic Lesion Counting | Apr 11, 2022 | Lesion SegmentationMulti-Task Learning | CodeCode Available | 0 |
| CCAT-NET: A Novel Transformer Based Semi-supervised Framework for Covid-19 Lung Lesion Segmentation | Apr 6, 2022 | Lesion SegmentationSegmentation | —Unverified | 0 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | CodeCode Available | 1 |
| Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation | Mar 12, 2022 | Federated LearningHyperparameter Optimization | —Unverified | 0 |
| ModDrop++: A Dynamic Filter Network with Intra-subject Co-training for Multiple Sclerosis Lesion Segmentation with Missing Modalities | Mar 7, 2022 | Lesion Segmentation | CodeCode Available | 1 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| AGMR-Net: Attention Guided Multiscale Recovery framework for stroke segmentation | Feb 28, 2022 | DiagnosticLesion Segmentation | —Unverified | 0 |
| Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation | Feb 24, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| A novel unsupervised covid lung lesion segmentation based on the lung tissue identification | Feb 24, 2022 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Segmentation and Risk Score Prediction of Head and Neck Cancers in PET/CT Volumes with 3D U-Net and Cox Proportional Hazard Neural Networks | Feb 16, 2022 | Lesion SegmentationSegmentation | —Unverified | 0 |
| A Field of Experts Prior for Adapting Neural Networks at Test Time | Feb 10, 2022 | AnatomyLesion Segmentation | CodeCode Available | 0 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation | Feb 2, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers | Jan 26, 2022 | Computed Tomography (CT)Image Segmentation | —Unverified | 0 |
| RTNet: Relation Transformer Network for Diabetic Retinopathy Multi-lesion Segmentation | Jan 26, 2022 | Lesion DetectionLesion Segmentation | —Unverified | 0 |
| Cortical lesions, central vein sign, and paramagnetic rim lesions in multiple sclerosis: emerging machine learning techniques and future avenues | Jan 19, 2022 | DiagnosticLesion Segmentation | —Unverified | 0 |
| A Survey on Masked Facial Detection Methods and Datasets for Fighting Against COVID-19 | Jan 13, 2022 | BenchmarkingLesion Segmentation | —Unverified | 0 |
| Expert Knowledge-guided Geometric Representation Learning for Magnetic Resonance Imaging-based Glioma Grading | Jan 8, 2022 | Deep LearningLesion Segmentation | —Unverified | 0 |
| Skin lesion segmentation and classification using deep learning and handcrafted features | Dec 20, 2021 | ClassificationLesion Segmentation | —Unverified | 0 |
| Cross-Domain Federated Learning in Medical Imaging | Dec 18, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| ASC-Net: Unsupervised Medical Anomaly Segmentation Using an Adversarial-based Selective Cutting Network | Dec 16, 2021 | Anomaly SegmentationBrain Tumor Segmentation | —Unverified | 0 |
| Quality monitoring of federated Covid-19 lesion segmentation | Dec 16, 2021 | Federated LearningLesion Segmentation | —Unverified | 0 |
| Automated assessment of disease severity of COVID-19 using artificial intelligence with synthetic chest CT | Dec 11, 2021 | Data AugmentationLesion Segmentation | —Unverified | 0 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Unsupervised COVID-19 Lesion Segmentation in CT Using Cycle Consistent Generative Adversarial Network | Nov 23, 2021 | Decision MakingGenerative Adversarial Network | —Unverified | 0 |
| Automated skin lesion segmentation using multi-scale feature extraction scheme and dual-attention mechanism | Nov 16, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging | Nov 15, 2021 | AutoMLData Augmentation | —Unverified | 0 |
| M2MRF: Many-to-Many Reassembly of Features for Tiny Lesion Segmentation in Fundus Images | Oct 30, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Novel coronavirus pneumonia lesion segmentation in CT images | Oct 25, 2021 | Computed Tomography (CT)Ensemble Learning | —Unverified | 0 |
| MDA-Net: Multiscale dual attention-based network for breast lesion segmentation using ultrasound images | Oct 21, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 0 |
| Prior Attention Network for Multi-Lesion Segmentation in Medical Images | Oct 10, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |