I have sorted out 114 medical papers in the past year, and the summary is as follows. If you are interested, you can add my WeChat to get it.
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1. CVPR2022-2023 medical imaging papers
1. CVPR 2023 Medical Imaging Papers
[01] Marker-free liver tumor segmentation
[Title]Label-Free Liver Tumor Segmentation
[02] Deep Feature Liners for Unsupervised Anomaly Detection in X-ray Images
[Title]Deep Feature In-painting for Unsupervised Anomaly Detection in X-ray Images
[03]Unsupervised Contour Tracking of Live Cells by Mechanical and Cycle Consistency Losses[Title]Unsupervised Contour Tracking of Live Cells by Mechanical and Cycle Consistency Losses
[04] Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis [Title] Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis
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2. CVPR 2023 Medical Imaging Papers
01 Generalizable Cross-Modal Medical Image Segmentation via Style Augmentation and Dual Normalization
[Title]Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization
02 Anti-Course Pseudo-Labels for Semi-Supervised Medical Image Classification
[Title]ACPL Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification
03 Multi-Instance Learning with Two-Layer Feature Distillation for Histopathology Whole-Slide Image Classification
[Title]DTFD-MIL Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
04 Robust isomorphic imaging: a fully unsupervised framework for learning to image from noise and partial measurements
[Title]Robust Equivariant Imaging a fully unsupervised framework for learning to image from noisy and partial measurements Transformer
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2. Medical imaging review
[1] Survey of Deep Learning Methods in Computational Cytology
[Title]Deep Learning for Computational Cytology: A Survey [Cite]Medical Image Analysis (2022)
[2] A comparative review of the key attributes, current progress, and future prospects of Transformer applied to medical imaging
[Title]A comparative review of key properties, current progresses, and future perspectives
[Cite]Medical Image Analysis (2023)
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2. Medical image segmentation
[1] Personalized Joint Medical Image Segmentation via Local Calibration
[Title]Personalizing Federated Medical Image Segmentation via Local Calibration
[Cite]ECCV 2022
[2] Learning Topological Interactions for Multi-Class Medical Image Segmentation
[Title]Learning Topological Interactions for Multi-Class Medical Image Segmentation
[Cite]ECCV 2022
[3] Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration [Title] Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration
[Cite]ECCV 2022
3. Radiology report generation
[01] Cross-modal prototype-driven network for radiology report generation
[Title]Cross-modal Prototype Driven Network for Radiology Report Generation
[Cite]ECCV 2022
4. Dense prediction
[01] ConCL: Contrastive Concept Learning for Pathological Image Dense Prediction Pre-training
[Title]ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images
[Cite]ECCV 2022
5. Retinal Image Matching [01] Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching
[Title]Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching
[Cite]ECCV 2022
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6. Stent Tracking [01] Robust landmark-based stent tracking in X-ray fluoroscopy
[Title]Robust Landmark-based Stent Tracking in X-ray Fluoroscopy
[Cite]ECCV 2022
7. Lesion detection [01] Check and Link: Pairwise Lesion Correspondence Guides Mammogram Mass Detection [Title] Check and Link: Pairwise Lesion Correspondence Guides Mammogram Mass Detection
[Cite]ECCV 2022
8. Medical image analysis
[01] UniMiSS: Realizing General Medical Self-Supervised Learning by Breaking Dimensional Barriers
[Title]UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier
[Cite]ECCV 2022
[02]K-SALSA: K-Anonymous Synthetic Averaging of Retinal Images via Local Style Alignment [Title]K-SALSA: K-Anonymous Synthetic Averaging of Retinal Images via Local Style Alignment [Cite]ECCV 2022
9. Medical Image Classification
[01] Differential Scaling for Multi-Instance Learning of Whole Slide Images
[Title]Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images
[Cite]ECCV 2022
[02] RadioTransformer: A Cascaded Global Focus Transformer for Visual Attention-Guided Disease Classification
[Title]RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-Guided Disease Classification
[Cite]ECCV 2022
10. Positioning of medical key points
[01] One-shot medical landmark localization via edge-guided transformation and noisy landmark refinement
[Title]One-Shot Medical Landmark Localization by Edge-Guided Transform and Noisy Landmark Refinement
[Cite]ECCV 2022
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11. Medical image registration
[01] Affine medical image registration using a coarse-to-fine visual transformer
[Title]Affine Medical Image Registration with Coarse-to-Fine Vision Transformer
[Cite]CVPR 2022
12. Medical image processing
[01] BoostMIS: Boosting semi-supervised learning of medical images through adaptive pseudo-labeling and informative active annotation
[Title]BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation [Cite]CVPR 2022
[02] Robust isomorphic imaging: a fully unsupervised framework for learning imaging from noise and partial measurements
[Title]Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements [Cite]CVPR 2022
13、MRI
[01] Transformer-enabled multi-scale context matching and aggregation for multi-contrast MRI super-resolution
[Title]Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution
[Cite]CVPR 2022
[02] Vox2Cortex: Rapid and explicit reconstruction of cortical surfaces from 3D MRI scans using geometric deep neural networks
[Title]Vox2Cortex: Fast Explicit Reconstruction of Cortical Surfaces From 3D MRI Scans With Geometric Deep Neural Networks
[Cite]CVPR 2022
14. Histopathology
[01]Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images [Cite]CVPR 2022
15. Teeth
[01] Improved Inferior Alveolar Nerve Segmentation via Depth Label Propagation
[Title]Improving Segmentation of the Inferior Alveolar Nerve Through Deep Label Propagation
[Cite]CVPR 2022
[02] DArch: Dental Arch Prior Aided 3D Tooth Instance Segmentation with Weak Annotations
[Title]DArch: Dental Arch Prior-Assisted 3D Tooth Instance Segmentation With Weak Annotations
[Cite]CVPR 2022
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