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| Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation | Sep 18, 2021 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
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| Evaluating Reliability in Medical DNNs: A Critical Analysis of Feature and Confidence-Based OOD Detection | Aug 30, 2024 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
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| PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation | Jul 11, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation | Mar 16, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Prior-RadGraphFormer: A Prior-Knowledge-Enhanced Transformer for Generating Radiology Graphs from X-Rays | Mar 24, 2023 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| Prompt-driven Latent Domain Generalization for Medical Image Classification | Jan 5, 2024 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| pymia: A Python package for data handling and evaluation in deep learning-based medical image analysis | Oct 7, 2020 | Deep LearningMedical Image Analysis | CodeCode Available | 1 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 |
| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 |
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| RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation | Aug 16, 2020 | Efficient Neural NetworkImage Segmentation | CodeCode Available | 1 |
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| Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning | Nov 29, 2023 | Continual LearningContinual Self-Supervised Learning | CodeCode Available | 1 |
| SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformation | Nov 25, 2023 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Deep Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification | Nov 25, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| An optical neural network using less than 1 photon per multiplication | Apr 27, 2021 | Medical Image Analysis | CodeCode Available | 1 |
| SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement | Feb 14, 2025 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation | Mar 20, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| Self supervised contrastive learning for digital histopathology | Nov 27, 2020 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| Advancing 3D Medical Image Analysis with Variable Dimension Transform based Supervised 3D Pre-training | Jan 5, 2022 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological Images | Dec 4, 2020 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations | Oct 4, 2017 | Lesion SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation | Jun 10, 2022 | Medical Image AnalysisMRI segmentation | CodeCode Available | 1 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| SilVar-Med: A Speech-Driven Visual Language Model for Explainable Abnormality Detection in Medical Imaging | Apr 14, 2025 | Anomaly DetectionDiagnostic | CodeCode Available | 1 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 |
| CoReEcho: Continuous Representation Learning for 2D+time Echocardiography Analysis | Mar 15, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
| Structured dataset documentation: a datasheet for CheXpert | May 7, 2021 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
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| Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation | May 12, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 1 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | CodeCode Available | 1 |
| Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review | Jun 23, 2025 | Medical Image AnalysisPrompt Learning | CodeCode Available | 1 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography | May 31, 2021 | Computed Tomography (CT)Image Super-Resolution | CodeCode Available | 1 |