跳转至

如何写作

1. Introduction

每个大差不差

  1. 介绍WSI,介绍MIL

问题+模式解决方法+新的解决问题

  1. 介绍transformer

建模示例关系

  1. 现有的方法

  2. 综述出现的问题也就是自己要解决的

  3. 我的贡献

2.Related work

Multi-instance learning in WSI analysis

Cluster for WSI classification

Transformer for WSI classification

3. Methodology

  1. MIL
  2. 聚类+transformer+相似度增强+阴阳吸收

4.Experiments and results

  1. Datasets and evaluation metrics
  2. Implementation details
  3. Comparative experiments and result analysis
Method
ABMIL ICML 2018 attention ✔
CLAM NAT BIOMED ENG 2021 cluster ✔
DSMIL CVPR 2021 protype ✔
TransMIL NeurIPS 2021 transformer ✔
RRT-MIL CVPR 2024 transformer,region ✔
Wiki CVPR 2024 knowledge-enhanced, prototype ✔
DGR-MIL ECCV 2024 dynamic graph, reasoning ✔
AC-MIL
AMD-MIL
ours
  1. Ablation experiments
  2. Performance analysis on number of prototypes

6. Conclusion