| Efficient Brain Tumor Classification with Lightweight CNN Architecture: A Novel Approach | Feb 1, 2025 | Brain Tumor ClassificationComputational Efficiency | —Unverified | 0 |
| Deep Ensembling with Multimodal Image Fusion for Efficient Classification of Lung Cancer | Jan 31, 2025 | Computed Tomography (CT)Image Augmentation | —Unverified | 0 |
| Point Cloud Upsampling as Statistical Shape Model for Pelvic | Jan 28, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Object Detection for Medical Image Analysis: Insights from the RT-DETR Model | Jan 27, 2025 | Diabetic Retinopathy DetectionMedical Image Analysis | —Unverified | 0 |
| Leveraging Video Vision Transformer for Alzheimer's Disease Diagnosis from 3D Brain MRI | Jan 27, 2025 | Medical Image Analysis | —Unverified | 0 |
| A deep architecture based on attention mechanisms for effective end-to-end detection of early and mature malaria parasites in a realistic scenario | Jan 26, 2025 | DiagnosticMalaria Falciparum Detection | CodeCode Available | 0 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | CodeCode Available | 1 |
| Improved Vessel Segmentation with Symmetric Rotation-Equivariant U-Net | Jan 24, 2025 | Medical Image AnalysisSegmentation | CodeCode Available | 0 |
| Rethinking Foundation Models for Medical Image Classification through a Benchmark Study on MedMNIST | Jan 24, 2025 | Classificationimage-classification | —Unverified | 0 |
| Enhancing Medical Image Analysis through Geometric and Photometric transformations | Jan 23, 2025 | Data AugmentationMedical Image Analysis | —Unverified | 0 |
| Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization | Jan 23, 2025 | AnatomyAnomaly Detection | CodeCode Available | 1 |
| FedDAG: Federated Domain Adversarial Generation Towards Generalizable Medical Image Analysis | Jan 22, 2025 | AttributeDomain Generalization | —Unverified | 0 |
| MedFILIP: Medical Fine-grained Language-Image Pre-training | Jan 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Enhancing Diagnostic in 3D COVID-19 Pneumonia CT-scans through Explainable Uncertainty Bayesian Quantification | Jan 18, 2025 | Decision MakingDiagnostic | —Unverified | 0 |
| Efficient Few-Shot Medical Image Analysis via Hierarchical Contrastive Vision-Language Learning | Jan 16, 2025 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation | Jan 15, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation | Jan 14, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 2 |
| Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation | Jan 14, 2025 | Active Learningclass-incremental learning | CodeCode Available | 0 |
| MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis | Jan 12, 2025 | DiagnosticLesion Detection | —Unverified | 0 |
| A Steerable Deep Network for Model-Free Diffusion MRI Registration | Jan 8, 2025 | Diffusion MRIMedical Image Analysis | —Unverified | 0 |
| Self-adaptive vision-language model for 3D segmentation of pulmonary artery and vein | Jan 7, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Image Segmentation: Inducing graph-based learning | Jan 7, 2025 | Autonomous DrivingImage Segmentation | CodeCode Available | 0 |
| Semise: Semi-supervised learning for severity representation in medical image | Jan 7, 2025 | Medical Image AnalysisRepresentation Learning | —Unverified | 0 |
| Multi-Modal One-Shot Federated Ensemble Learning for Medical Data with Vision Large Language Model | Jan 6, 2025 | DiagnosticEnsemble Learning | —Unverified | 0 |
| GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation | Jan 6, 2025 | Cardiac SegmentationImage Segmentation | CodeCode Available | 0 |
| A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| Multi-modal Vision Pre-training for Medical Image Analysis | Jan 1, 2025 | Contrastive Learningimage-classification | —Unverified | 0 |
| A Hybrid Deep Learning and Model-Checking Framework for Accurate Brain Tumor Detection and Validation | Dec 31, 2024 | Medical Image AnalysisSegmentation | —Unverified | 0 |
| Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data | Dec 29, 2024 | Classificationimage-classification | —Unverified | 0 |
| Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures | Dec 29, 2024 | Medical Image Analysis | —Unverified | 0 |
| Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study | Dec 28, 2024 | Brain Tumor ClassificationDiabetic Retinopathy Detection | —Unverified | 0 |
| Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation | Dec 27, 2024 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis | Dec 24, 2024 | Contrastive LearningFederated Learning | —Unverified | 0 |
| Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance Attention | Dec 24, 2024 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 0 |
| Improving Sickle Cell Disease Classification: A Fusion of Conventional Classifiers, Segmented Images, and Convolutional Neural Networks | Dec 23, 2024 | Medical Image Analysis | CodeCode Available | 0 |
| Enhancing Reconstruction-Based Out-of-Distribution Detection in Brain MRI with Model and Metric Ensembles | Dec 23, 2024 | Medical Image AnalysisOut-of-Distribution Detection | CodeCode Available | 0 |
| Diffusion-Based Approaches in Medical Image Generation and Analysis | Dec 22, 2024 | Image GenerationMedical Image Analysis | —Unverified | 0 |
| Divide and Conquer: Grounding a Bleeding Areas in Gastrointestinal Image with Two-Stage Model | Dec 21, 2024 | Medical Image AnalysisMulti-Task Learning | CodeCode Available | 0 |
| Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer | Dec 18, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 0 |
| Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments | Dec 18, 2024 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis | Dec 12, 2024 | AllClassification | —Unverified | 0 |
| Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AI | Dec 11, 2024 | Medical Image AnalysisMulti-Task Learning | CodeCode Available | 0 |
| Euclid: Supercharging Multimodal LLMs with Synthetic High-Fidelity Visual Descriptions | Dec 11, 2024 | Medical Image Analysis | —Unverified | 0 |
| MG-3D: Multi-Grained Knowledge-Enhanced 3D Medical Vision-Language Pre-training | Dec 8, 2024 | Contrastive LearningMedical Image Analysis | CodeCode Available | 0 |
| Fair Diagnosis: Leveraging Causal Modeling to Mitigate Medical Bias | Dec 6, 2024 | DiagnosticFairness | —Unverified | 0 |
| Automatic Prediction of Stroke Treatment Outcomes: Latest Advances and Perspectives | Dec 6, 2024 | Date UnderstandingDecision Making | —Unverified | 0 |
| Backdooring Outlier Detection Methods: A Novel Attack Approach | Dec 6, 2024 | Autonomous DrivingBackdoor Attack | —Unverified | 0 |
| Mask of truth: model sensitivity to unexpected regions of medical images | Dec 5, 2024 | Clinical KnowledgeMedical Image Analysis | CodeCode Available | 0 |
| Privacy-Preserving in Medical Image Analysis: A Review of Methods and Applications | Dec 5, 2024 | DiagnosticFederated Learning | —Unverified | 0 |
| Intuitive Axial Augmentation Using Polar-Sine-Based Piecewise Distortion for Medical Slice-Wise Segmentation | Dec 4, 2024 | Medical Image Analysis | CodeCode Available | 0 |