如何写作
1. Introduction
每个大差不差
- 介绍WSI,介绍MIL
问题+模式解决方法+新的解决问题
- 介绍transformer
建模示例关系
-
现有的方法
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综述出现的问题也就是自己要解决的
- 我的贡献
2.Related work
Multi-instance learning in WSI analysis
Cluster for WSI classification
Transformer for WSI classification
3. Methodology
- MIL
- 聚类+transformer+相似度增强+阴阳吸收
4.Experiments and results
- Datasets and evaluation metrics
- Implementation details
- 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 |
- Ablation experiments
- Performance analysis on number of prototypes