医学影像论文趋势 2023–2026
CT/MRI/病理
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 346 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 11 | 6 | 3 | 25 | 45 |
| 2024 | 28 | 8 | 4 | 31 | 71 |
| 2025 | 42 | 10 | 8 | 38 | 98 |
| 2026 | 39 | 27 | 11 | 55 | 132 |
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 346 篇，第 7 / 7 页
- NeurIPS 2024Virtual Scanning: Unsupervised Non-line-of-sight Imaging from Irregularly Undersampled Transients
- CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
- CVPR 2023All-in-Focus Imaging From Event Focal Stack
- CVPR 2023Ambiguous Medical Image Segmentation Using Diffusion Models
- CVPR 2023Analyzing Physical Impacts Using Transient Surface Wave Imaging
- CVPR 2023Best of Both Worlds: Multimodal Contrastive Learning With Tabular and Imaging Data
- CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
- CVPR 2023Fair Federated Medical Image Segmentation via Client Contribution Estimation
- CVPR 2023Few-Shot Non-Line-of-Sight Imaging With Signal-Surface Collaborative Regularization
- CVPR 2023Geometric Visual Similarity Learning in 3D Medical Image Self-Supervised Pre-Training
- CVPR 2023Guided Depth Super-Resolution by Deep Anisotropic Diffusion
- CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
- CVPR 2023Inverting the Imaging Process by Learning an Implicit Camera Model
- CVPR 2023Learning Accurate 3D Shape Based on Stereo Polarimetric Imaging
- CVPR 2023MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation
- CVPR 2023NLOST: Non-Line-of-Sight Imaging With Transformer
- CVPR 2023Non-Line-of-Sight Imaging With Signal Superresolution Network
- CVPR 2023Orthogonal Annotation Benefits Barely-Supervised Medical Image Segmentation
- CVPR 2023Passive Micron-Scale Time-of-Flight With Sunlight Interferometry
- CVPR 2023PEFAT: Boosting Semi-Supervised Medical Image Classification via Pseudo-Loss Estimation and Feature Adversarial Training
- CVPR 2023Residual Degradation Learning Unfolding Framework With Mixing Priors Across Spectral and Spatial for Compressive Spectral Imaging
- CVPR 2023Rethinking Few-Shot Medical Segmentation: A Vector Quantization View
- CVPR 2023Role of Transients in Two-Bounce Non-Line-of-Sight Imaging
- CVPR 2023SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation
- CVPR 2023Teleidoscopic Imaging System for Microscale 3D Shape Reconstruction
- CVPR 2023What Happened 3 Seconds Ago? Inferring the Past With Thermal Imaging
- ICLR 20233D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation
- ICLR 2023Advancing Radiograph Representation Learning with Masked Record Modeling
- ICLR 2023Bayes-MIL: A New Probabilistic Perspective on Attention-based Multiple Instance Learning for Whole Slide Images
- ICLR 2023Deep Reinforcement Learning for Cost-Effective Medical Diagnosis
- ICLR 2023MEDFAIR: Benchmarking Fairness for Medical Imaging
- ICLR 2023Volumetric Optimal Transportation by Fast Fourier Transform
- ICML 2023A Conditional Normalizing Flow for Accelerated Multi-Coil MR Imaging
- ICML 2023ACAT: Adversarial Counterfactual Attention for Classification and Detection in Medical Imaging
- ICML 2023Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling
- NeurIPS 2023A case for reframing automated medical image classification as segmentation
- NeurIPS 2023Brain Dissection: fMRI-trained Networks Reveal Spatial Selectivity in the Processing of Natural Images
- NeurIPS 2023Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series
- NeurIPS 2023Hyper-HMM: aligning human brains and semantic features in a common latent event space
- NeurIPS 2023INSPECT: A Multimodal Dataset for Pulmonary Embolism Diagnosis and Prognosis
- NeurIPS 2023Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
- NeurIPS 2023LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching
- NeurIPS 2023MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery
- NeurIPS 2023ResoNet: Noise-Trained Physics-Informed MRI Off-Resonance Correction
- NeurIPS 2023Retrieval-Augmented Multiple Instance Learning
- NeurIPS 2023Unsupervised Polychromatic Neural Representation for CT Metal Artifact Reduction
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查医学影像在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "medical-imaging"}
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。