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 149 篇，第 1 / 3 页

1. CVPR 20263M-TI High-Quality Mobile Thermal Imaging via Calibration-free Multi-Camera Cross-Modal Diffusion
2. CVPR 2026AD-GBC Anisotropic Granular-Ball Skip-Connection Refiner for UNet-Based Medical Image Segmentation
3. CVPR 2026Beyond the Static-World Lifelong Learning for All-in-One Medical Image Restoration
4. CVPR 2026CG-Reasoner Centroid-Guided Positional Reasoning Segmentation for Medical Imaging with a
5. CVPR 2026Coded-E2LF Coded Aperture Light Field Imaging from Events
6. CVPR 2026Delving Aleatoric Uncertainty in Medical Image Segmentation via Vision Foundation
7. CVPR 2026Diffusion MRI Transformer with a Diffusion Space Rotary Positional Embedding
8. CVPR 2026Divide Conquer and Aggregate Asymmetric Experts for Class-Imbalanced Semi-Supervised Medical
9. CVPR 2026DK-DDIL Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical
10. CVPR 2026Dual Ascent Diffusion for Inverse Problems
11. CVPR 2026Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering
12. CVPR 2026Dynamic Stream Network for Combinatorial Explosion Problem in Deformable Medical
13. CVPR 2026Electromagnetic Inverse Scattering from a Single Transmitter
14. CVPR 2026EMAD Evidence-Centric Grounded Multimodal Diagnosis for Alzheimers Disease
15. CVPR 2026Focus on Background Exploring SAMs Potential in Few-shot Medical Image
16. CVPR 2026Harmonized Feature Conditioning and Frequency-Prompt Personalization for Multi-Rater Medical Segmentation
17. CVPR 2026Hyperbolic Relational Prompts for Intersectional Fairness in Medical VLMs
18. CVPR 2026Intervention-Aware Multiscale Representation Learning from Imaging Phenomics and Perturbation Transcriptomics
19. CVPR 2026InvCoSS Inversion-driven Continual Self-supervised Learning in Medical Multi-modal Image Pre-training
20. CVPR 2026Kaleidoscopic Scintillation Event Imaging
21. CVPR 2026KAMP Knowledge-Anchored Multimodal Pretraining Framework for Medical Image Representation
22. CVPR 2026LATA Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs
23. CVPR 2026Learning Diffeomorphism for Medical Image Registration with Time-Embedded Architectures Using
24. CVPR 2026Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision
25. CVPR 2026Masked-Diffusion Autoencoders for 3D Medical Vision Representation Learning
26. CVPR 2026MedCLIPSeg Probabilistic Vision-Language Adaptation for Data-Efficient and Generalizable Medical Image
27. CVPR 2026MedFG-VQA Low-Frequency Memory and Graph Attention for Lightweight Medical VQA
28. CVPR 2026Medic-AD Towards Medical Vision-Language Models Clinical Intelligence
29. CVPR 2026MedKCO Medical Vision-Language Pretraining via Knowledge-Driven Cognitive Orchestration
30. CVPR 2026MedLIME A Distribution-Aligned and Evidence-Supported Framework for Medical Saliency Explanations
31. CVPR 2026MedMO Grounding and Understanding Multimodal Large Language Model for Medical
32. CVPR 2026MedTVT-R1 A Multimodal LLM Empowering Medical Reasoning and Diagnosis
33. CVPR 2026MetaSpectra A Compact Broadband Metasurface Camera for Snapshot Hyperspectral Imaging
34. CVPR 2026MRI Contrast Enhancement Kinetics World Model
35. CVPR 2026Multimodal Causality-Driven Representation Learning for Generalizable Medical Image Segmentation
36. CVPR 2026OctoMed Data Recipes for State-of-the-Art Multimodal Medical Reasoning
37. CVPR 2026OmniBrainBench A Comprehensive Multimodal Benchmark for Brain Imaging Analysis Across
38. CVPR 2026OmniFM Toward Modality-Robust and Task-Agnostic Federated Learning for Heterogeneous Medical
39. CVPR 2026OralGPT-Omni A Versatile Dental Multimodal Large Language Model
40. CVPR 2026PDD Manifold-Prior Diverse Distillation for Medical Anomaly Detection
41. CVPR 2026PMRNet Physics-informed Multi-scale Refinement Network for Medical Image Segmentation
42. CVPR 2026Rascene High-Fidelity 3D Scene Imaging with mmWave Communication Signals
43. CVPR 2026Rethinking Box Supervision Bias-Free Weakly Supervised Medical Segmentation
44. CVPR 2026RNED Rotary Number Encoding and Decoding for Medical VLMs
45. CVPR 2026Seeing Through Blur Tackling Defocus in Spike-Based Imaging
46. CVPR 2026SegMoTE Token-Level Mixture of Experts for Medical Image Segmentation
47. CVPR 2026Self-Diffusion Driven Blind Imaging
48. CVPR 2026Solving a Nonlinear Blind Inverse Problem for Tagged MRI with
49. CVPR 2026Spectrum from Defocus Fast Spectral Imaging with Chromatic Focal Stack
50. CVPR 2026Statistical Characteristic-Guided Denoising for Rapid High-Resolution Transmission Electron Microscopy 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。