Skip to content

Latest commit

 

History

History
22 lines (18 loc) · 973 Bytes

File metadata and controls

22 lines (18 loc) · 973 Bytes

Few Shot Learning Geometric Ensemble for Multi-label Chest X-Rays

Authors: Dana Moukheiber⋆, Saurabh Mahindre⋆, Lama Moukheiber, Mira Moukheiber, Song Wang, Chunwei Ma, George Shih, Yifan Peng, and Mingchen Gao

The dataset labels are available in the labels folder. at: Google Drive Link

The weights for pretrained base feature extractor (ResNet) model are available here: Google Drive Link

  • Deepvoro.ipynb: Jupyter notebook with code for:

    • Loading model weights
    • DC Voronoi LR
    • NCA Loss finetuning
    • BCE Loss finetuning
    • Episodic evaluation
    • Finetuning
    • Deepvoro ensemble
    • Few-shot evaluation
  • few_shot_cxray: Module with code for:

    • Residual Network backbone
    • Multilabel NCA Loss definition
    • Dataset loaders
    • Utilities