| Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation | May 1, 2023 | Boundary DetectionDecoder | CodeCode Available | 1 | 5 |
| Learning with Explicit Shape Priors for Medical Image Segmentation | Mar 31, 2023 | Image SegmentationMedical 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 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | 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 |
| Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis | May 2, 2024 | AllDiagnostic | 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 |
| SAM3D: Segment Anything Model in Volumetric Medical Images | Sep 7, 2023 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Interactive Medical Image Analysis with Concept-based Similarity Reasoning | Mar 10, 2025 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis | Jun 27, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 | 5 |
| UAE: Universal Anatomical Embedding on Multi-modality Medical Images | Nov 25, 2023 | Medical Image AnalysisSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
| Exploring Vanilla U-Net for Lesion Segmentation from Whole-body FDG-PET/CT Scans | Oct 14, 2022 | Computed Tomography (CT)Data Augmentation | 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 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 | 5 |
| FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis | Oct 8, 2023 | FairnessMedical Diagnosis | CodeCode Available | 1 | 5 |
| Knowledge Distillation for Brain Tumor Segmentation | Feb 10, 2020 | Brain Tumor SegmentationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Disentangled Representation Learning in Cardiac Image Analysis | Mar 22, 2019 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders | Jun 23, 2020 | Anomaly DetectionMedical Image Analysis | 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 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | 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 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 1 | 5 |
| An optical neural network using less than 1 photon per multiplication | Apr 27, 2021 | Medical 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 Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 | 5 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | 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 |
| SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading | Oct 20, 2022 | Contrastive LearningDiabetic Retinopathy Grading | 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 |
| Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration | Aug 8, 2022 | Image RestorationImage Segmentation | 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 |
| Structured dataset documentation: a datasheet for CheXpert | May 7, 2021 | BIG-bench Machine LearningDeep Learning | 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 |
| 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 |
| Guidelines and Evaluation of Clinical Explainable AI in Medical Image Analysis | Feb 16, 2022 | Computational EfficiencyExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images | Jun 15, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical Image Analysis | 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 |
| Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging | Sep 27, 2019 | BIG-bench Machine LearningMedical 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 |
| Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review | Jun 23, 2025 | Medical Image AnalysisPrompt Learning | 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 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage 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 |
