医学影像论文趋势 2023–2026

主要结论

• 医学影像论文从 2023 年的 45 篇增长到 2026 年的 132 篇，三年间扩大到约 2.9 倍。
• CVPR 是发医学影像论文最多的会议，2023–2026 年共 149 篇，占四个会议总量的 43%。
• 交叉方向里涨得最快的是驾驶仿真：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 13 篇。
• 在「健康与生命科学」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的临床 NLP是 3.2 倍，医学影像是 2.9 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations
• ICML 2026Bayesian model selection and misspecification testing in imaging inverse problems only from noisy and partial measurements
• ICLR 2026COMPASS: Robust Feature Conformal Prediction for Medical Segmentation Metrics
• CVPR 2026CG-Reasoner Centroid-Guided Positional Reasoning Segmentation for Medical Imaging with a
• NeurIPS 2025Adaptive Latent-Space Constraints in Personalized Federated Learning
• ICML 2025TinyMIG: Transferring Generalization from Vision Foundation Models to Single-Domain Medical Imaging
• ICLR 2025Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging
• CVPR 2025Active Hyperspectral Imaging Using an Event Camera
• NeurIPS 2024CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
• ICML 2024Auto-Linear Phenomenon in Subsurface Imaging
• ICLR 2024FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis
• CVPR 2024Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images
• NeurIPS 2023A case for reframing automated medical image classification as segmentation
• ICML 2023A Conditional Normalizing Flow for Accelerated Multi-Coil MR Imaging
• ICLR 20233D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation
• CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
• NeurIPS 2026Coherent Hierarchical Multi-Label Learning to Defer for Medical Imaging
• ICML 2026Spatially-Adaptive Gradient Re-parameterization for 3D Large Kernel Optimization
• ICLR 2026MedGMAE: Gaussian Masked Autoencoders for Medical Volumetric Representation Learning
• CVPR 2026Coded-E2LF Coded Aperture Light Field Imaging from Events

全部医学影像论文

共 132 篇，第 3 / 3 页

101. NeurIPS 2026CasePlay: Self-Play Reinforcement Learning from Case Reports for Medical Reasoning
102. NeurIPS 2026ClinStab: Stability-Oriented Learning for Medical Time Series via Dual-Stream Alignment
103. NeurIPS 2026Coherent Hierarchical Multi-Label Learning to Defer for Medical Imaging
104. NeurIPS 2026CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
105. NeurIPS 2026Dataset Collections: Challenges of Large-Scale Data Aggregation in 3D Medical Image Datasets
106. NeurIPS 2026Dynamic Representation Modeling for Federated Medical Image Domain Generalization
107. NeurIPS 2026EasyLens: A Training-Free Plug-and-Play Subtle-Lesion Representation Amplifier for Medical Vision-Language Models
108. NeurIPS 2026Entropy Minimization without Model Collapse: Mitigating Prediction Bias in Medical Imaging
109. NeurIPS 2026Event based Multi-Velocity-Scale Imaging
110. NeurIPS 2026Explainability matters: The effect of liability rules on the healthcare sector
111. NeurIPS 2026GauGal: Gaussian-Galerkin Electromagnetic Inverse Scattering Imaging
112. NeurIPS 2026ImmuVis: Hyperconvolutional Foundation Models for Imaging Mass Cytometry
113. NeurIPS 2026Less Evidence, Better Answering: Gain-Aware Minimal Evidence Subset Selection for Medical QA
114. NeurIPS 2026Med-Agentic: Distilling Agentic Medical Reasoning with Internalized Meta-Capabilities
115. NeurIPS 2026MedFlowBench: Auditing Medical Agents in Full-Study Workflows
116. NeurIPS 2026MedHEB: Benchmarking Medical Embeddings Across Heterogeneous Clinical Evidence
117. NeurIPS 2026MedPsy: State‑of‑the‑Art Small Medical Language Models for Efficient Edge Deployment
118. NeurIPS 2026MedVTok: A General-Purpose Medical Visual Tokenizer
119. NeurIPS 2026MID: Mask-Image Distributional Divergence for Evaluating Medical Image Segmentation
120. NeurIPS 2026PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?
121. NeurIPS 2026Preconditioned Implicit Midpoint Langevin Sampling for Non-Smooth Bayesian Imaging
122. NeurIPS 2026Progressive Signal Calibration for Medical Image Segmentation: Diagnosing and Correcting Structural Misalignment in Training Signals
123. NeurIPS 2026QUTCC: Quantile Uncertainty Training and Conformal Calibration for Imaging Inverse Problems
124. NeurIPS 2026Selective Answering for Medical VQA via Parallel Independent Claim Verification
125. NeurIPS 2026SynTeX-FL: Cross-Modal Text Transfer in Federated Learning for Medical Visual Question Answering
126. NeurIPS 2026Topology-Reinforced Swin Transformer for Medical Image Analysis
127. NeurIPS 2026Uncertainty Estimation for Pretrained Medical Image Registration Models via Transformation Equivariance
128. NeurIPS 2026Visual Reinforcement Fine-Tuning via Bootstrapped Medical Reasoning
129. NeurIPS 2026WASP: Weakly Aligned Spatiotemporal Pairs for Fetal Brain MRI-Ultrasound Learning
130. NeurIPS 2026What Does the AI Doctor Value? Auditing Pluralism in the Clinical Ethics of Language Models
131. NeurIPS 2026When Medical VLMs Stop Understanding: MedTEC-Bench for Probing Semantic Specificity
132. NeurIPS 2026Where to Look Matters: Rethinking Sub-Volume Sampling in 3D Medical Self-supervised Learning

常见问题

2023–2026 年四大会议一共有多少篇医学影像论文？

共 346 篇，按年份分别是 2023 年 45 篇、2024 年 71 篇、2025 年 98 篇、2026 年 132 篇。

NeurIPS 2026 有多少篇医学影像论文？

NeurIPS 2026 有 39 篇医学影像论文，上一届是 42 篇。

ICLR 2026 有多少篇医学影像论文？

ICLR 2026 有 27 篇医学影像论文，上一届是 10 篇。

ICML 2026 有多少篇医学影像论文？

ICML 2026 有 11 篇医学影像论文，上一届是 8 篇。

CVPR 2026 有多少篇医学影像论文？

CVPR 2026 有 55 篇医学影像论文，上一届是 38 篇。

哪个会议的医学影像论文最多？

CVPR，2023–2026 年共 149 篇。