| CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration | Oct 3, 2024 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AI | Dec 11, 2024 | Medical Image AnalysisMulti-Task Learning | CodeCode Available | 0 | 5 |
| Beyond Labels: Visual Representations for Bone Marrow Cell Morphology Recognition | May 19, 2022 | Medical Image Analysis | CodeCode Available | 0 | 5 |
| Multi-layer Aggregation as a key to feature-based OOD detection | Jul 28, 2023 | Medical Image Analysis | CodeCode Available | 0 | 5 |
| Representation Disentanglement for Multi-task Learning with application to Fetal Ultrasound | Aug 21, 2019 | AnatomyDisentanglement | CodeCode Available | 0 | 5 |
| A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models | Feb 21, 2025 | Decision MakingKnowledge Distillation | CodeCode Available | 0 | 5 |
| Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals | Mar 1, 2023 | ClassificationClinical Knowledge | CodeCode Available | 0 | 5 |
| Intuitive Axial Augmentation Using Polar-Sine-Based Piecewise Distortion for Medical Slice-Wise Segmentation | Dec 4, 2024 | Medical Image Analysis | CodeCode Available | 0 | 5 |
| Improving Performance of Federated Learning based Medical Image Analysis in Non-IID Settings using Image Augmentation | Dec 12, 2021 | Federated LearningImage Augmentation | CodeCode Available | 0 | 5 |
| Denoising of MR images with Rician noise using a wider neural network and noise range division | Jun 17, 2019 | Deep LearningDenoising | CodeCode Available | 0 | 5 |
| Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing | Oct 20, 2024 | Image SegmentationInstance Segmentation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image Segmentation | Sep 8, 2022 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions | Jul 24, 2021 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images | Nov 27, 2022 | Contrastive LearningImage Restoration | CodeCode Available | 0 | 5 |
| Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images | Sep 23, 2021 | Computed Tomography (CT)Medical Image Analysis | CodeCode Available | 0 | 5 |
| Cross-dimensional transfer learning in medical image segmentation with deep learning | Jul 29, 2023 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| 3D Deep Learning on Medical Images: A Review | Apr 1, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 | 5 |
| Towards Resource-Efficient Streaming of Large-Scale Medical Image Datasets for Deep Learning | Jul 1, 2023 | Medical Image Analysis | CodeCode Available | 0 | 5 |
| Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey | May 2, 2024 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ Segmentation | Sep 30, 2024 | Image GenerationMedical Image Analysis | CodeCode Available | 0 | 5 |
| On Reducing Negative Jacobian Determinant of the Deformation Predicted by Deep Registration Networks | Jun 28, 2019 | Image RegistrationMedical Image Analysis | CodeCode Available | 0 | 5 |
| AirLab: Autograd Image Registration Laboratory | Jun 26, 2018 | CPUGPU | CodeCode Available | 0 | 5 |
| Cross-D Conv: Cross-Dimensional Transferable Knowledge Base via Fourier Shifting Operation | Nov 2, 2024 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 0 | 5 |
| CROCODILE: Causality aids RObustness via COntrastive DIsentangled LEarning | Aug 9, 2024 | Contrastive LearningDeep Learning | CodeCode Available | 0 | 5 |
| Improved Vessel Segmentation with Symmetric Rotation-Equivariant U-Net | Jan 24, 2025 | Medical Image AnalysisSegmentation | CodeCode Available | 0 | 5 |
| Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks | May 19, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 | 5 |
| Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI | Jul 4, 2024 | AnatomyImage Generation | CodeCode Available | 0 | 5 |
| Inverse-Consistent Deep Networks for Unsupervised Deformable Image Registration | Sep 10, 2018 | Anatomical Landmark DetectionImage Registration | CodeCode Available | 0 | 5 |
| Learning from Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis | Mar 20, 2022 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 0 | 5 |
| IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels | Oct 28, 2022 | Image SegmentationInductive Bias | CodeCode Available | 0 | 5 |
| COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanism | Mar 18, 2024 | Computed Tomography (CT)COVID-19 Diagnosis | CodeCode Available | 0 | 5 |
| IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation | Oct 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Discovering Limitations of Image Quality Assessments with Noised Deep Learning Image Sets | Oct 19, 2022 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 0 | 5 |
| Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey | May 5, 2023 | BenchmarkingImage Generation | CodeCode Available | 0 | 5 |
| Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI | Aug 3, 2021 | Age EstimationGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| CosSIF: Cosine similarity-based image filtering to overcome low inter-class variation in synthetic medical image datasets | Jul 25, 2023 | Medical Image Analysis | CodeCode Available | 0 | 5 |
| How Good Are Synthetic Medical Images? An Empirical Study with Lung Ultrasound | Oct 5, 2023 | Data AugmentationMedical Image Analysis | CodeCode Available | 0 | 5 |
| How good are variational autoencoders at transfer learning? | Apr 21, 2023 | Medical Image AnalysisMusic Generation | CodeCode Available | 0 | 5 |
| Asymmetric 3D Context Fusion for Universal Lesion Detection | Sep 17, 2021 | Computed Tomography (CT)Lesion Detection | CodeCode Available | 0 | 5 |
| Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective | Feb 2, 2025 | FairnessImage Segmentation | CodeCode Available | 0 | 5 |
| Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomalies | Aug 2, 2023 | Anomaly DetectionImage Segmentation | CodeCode Available | 0 | 5 |
| Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning | Jun 16, 2015 | ClassificationDictionary Learning | CodeCode Available | 0 | 5 |
| A Dual-branch Self-supervised Representation Learning Framework for Tumour Segmentation in Whole Slide Images | Mar 20, 2023 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 0 | 5 |
| GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis | Feb 23, 2025 | ClassificationDiagnostic | CodeCode Available | 0 | 5 |
| Pseudo-healthy synthesis with pathology disentanglement and adversarial learning | Apr 20, 2020 | Anomaly DetectionDisentanglement | CodeCode Available | 0 | 5 |
| Contour Transformer Network for One-shot Segmentation of Anatomical Structures | Dec 2, 2020 | AnatomyMedical Image Analysis | CodeCode Available | 0 | 5 |
| Going to Extremes: Weakly Supervised Medical Image Segmentation | Sep 25, 2020 | BIG-bench Machine LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Image Segmentation: Inducing graph-based learning | Jan 7, 2025 | Autonomous DrivingImage Segmentation | CodeCode Available | 0 | 5 |
| Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation | Jan 14, 2025 | Active Learningclass-incremental learning | CodeCode Available | 0 | 5 |