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Official implementation of AAAI-2024 paper "Boosting Multiple Instance Learning Models for Whole Slide Image Classification: A Model-agnostic Framework Based on Counterfactual Inference"

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2 Commits
config
config
 
 
models
models
 
 
HIS.py
HIS.py
 
 
README.md
README.md
 
 
load_dataset.py
load_dataset.py
 
 
pre_cluster.py
pre_cluster.py
 
 
project.py
project.py
 
 
refinement.py
refinement.py
 
 
utils.py
utils.py
 
 

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  • 1 python -u pre_cluster.py <config path> for two level pre-cluster
  • 2 cd models; python -u clam.py <config path> for warmup MIL model
  • 3 python -u HIS.py <config path> for Hierarchical Instance Searching
  • 4 python -u project.py <config path> for Instance classifier(projector)
  • 5 python -u refinement.py <config path> for WSI Instance refinement

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Official implementation of AAAI-2024 paper "Boosting Multiple Instance Learning Models for Whole Slide Image Classification: A Model-agnostic Framework Based on Counterfactual Inference"

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