2023 miccai 论文整理

MRI部分

• 总共185篇文章
• 先看起来再说，每天争取看十篇

文章数量较少的区

• Clinical applications - Fetal Imaging
• Integration of Imaging with Non-Imaging Biomarkers
• Machine Learning - Active Learning
• Machine Learning - Continual Learning

Continual Learning文章（7）

• Adapter Learning in Pretrained Feature Extractor for Continual Learning of Diseases （Class-Incremental CL）
• Continual Learning for Abdominal Multi-Organ and Tumor Segmentation （Class-Incremental CL）
• Fourier Test-time Adaptation with Multi-level Consistency for Robust Classification （Domain-Incremental CL）
• Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI （Domain-Incremental CL）
• L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space （Task-Incremental CL）
• Memory Replay for Continual Medical Image Segmentation through Atypical Sample Selection （Domain-Incremental CL）
• 略

Domain-Incremental CL 文章统计

• 2023：3篇/7
• 2022：2篇/10
• 延展一下，看了一眼2022年的MICCAI，domain adaption的文章有2篇，如下：（2021年没有相关文章）
  • Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites
  • LifeLonger: A Benchmark for Continual Disease Classification

harmonization

• 1篇，Disentangling Site Effects with Cycle-Consistent Adversarial Autoencoder for Multi-site Cortical Data Harmonization

分区情况：

• Clinical applications - Neuroimaging - Brain Development
• Clinical applications - Neuroimaging - Others
• Machine Learning - Semi-/Weakly-/Un-/Self-supervised Representation Learning
• Modalities - MRI

- 💡如何把消除多中心差异这个思想的本质与continue learning结合起来