| Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation | May 1, 2023 | Boundary DetectionDecoder | CodeCode Available | 1 | 5 |
| Membership Leakage in Label-Only Exposures | Jul 30, 2020 | Face RecognitionInference Attack | CodeCode Available | 1 | 5 |
| Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical Imaging | Apr 11, 2025 | AttributeComputational Efficiency | CodeCode Available | 1 | 5 |
| Learning Site-specific Styles for Multi-institutional Unsupervised Cross-modality Domain Adaptation | Nov 21, 2023 | Domain AdaptationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Leveraging SO(3)-steerable convolutions for pose-robust semantic segmentation in 3D medical data | Mar 1, 2023 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Enhancing Network Initialization for Medical AI Models Using Large-Scale, Unlabeled Natural Images | Aug 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| Interpretation of 3D CNNs for Brain MRI Data Classification | Jun 20, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Interactive Medical Image Analysis with Concept-based Similarity Reasoning | Mar 10, 2025 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Interpreting Latent Spaces of Generative Models for Medical Images using Unsupervised Methods | Jul 20, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| SAM3D: Segment Anything Model in Volumetric Medical Images | Sep 7, 2023 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification | Nov 25, 2021 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 | 5 |
| Evidential segmentation of 3D PET/CT images | Apr 27, 2021 | Medical Image AnalysisSegmentation | CodeCode Available | 1 | 5 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
| Integrating Spatial Configuration into Heatmap Regression Based CNNs for Landmark Localization | Aug 2, 2019 | Medical Image Analysisregression | CodeCode Available | 1 | 5 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 | 5 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 | 5 |
| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis | May 2, 2024 | AllDiagnostic | CodeCode Available | 1 | 5 |
| Self-distillation for surgical action recognition | Mar 22, 2023 | Action RecognitionMedical Image Analysis | CodeCode Available | 1 | 5 |
| Disentangled Representation Learning in Cardiac Image Analysis | Mar 22, 2019 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 | 5 |
| Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders | Jun 23, 2020 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 1 | 5 |
| fastMONAI: A low-code deep learning library for medical image analysis | Sep 26, 2023 | Medical Image AnalysisMedical Image Classification | CodeCode Available | 1 | 5 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 | 5 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 | 5 |
| Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks | Sep 9, 2020 | Medical Image AnalysisTransfer Learning | CodeCode Available | 1 | 5 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 1 | 5 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| Few Shot Medical Image Segmentation with Cross Attention Transformer | Mar 24, 2023 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 | 5 |
| FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation | Mar 12, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Advancing 3D Medical Image Analysis with Variable Dimension Transform based Supervised 3D Pre-training | Jan 5, 2022 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models | Jan 1, 2023 | Conditional Image GenerationImage Generation | CodeCode Available | 1 | 5 |
| Image Segmentation Using Deep Learning: A Survey | Jan 15, 2020 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration | Aug 8, 2022 | Image RestorationImage Segmentation | CodeCode Available | 1 | 5 |
| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 | 5 |
| Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup Segmentation | Sep 10, 2024 | DisentanglementDomain Generalization | CodeCode Available | 1 | 5 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 | 5 |
| GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition | Jan 1, 2021 | Image-text RetrievalMedical Image Analysis | CodeCode Available | 1 | 5 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 | 5 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | CodeCode Available | 1 | 5 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical Image Analysis | CodeCode Available | 1 | 5 |
| H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging | Feb 20, 2025 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 1 | 5 |
| Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation | Oct 14, 2020 | Domain AdaptationLesion Segmentation | CodeCode Available | 1 | 5 |
| Symmetric Transformer-based Network for Unsupervised Image Registration | Apr 28, 2022 | DecoderImage Registration | CodeCode Available | 1 | 5 |
| Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation | Jul 27, 2023 | Domain AdaptationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Tensor Networks for Medical Image Classification | Apr 21, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 | 5 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation | Jul 22, 2023 | Active LearningImage Segmentation | CodeCode Available | 1 | 5 |
