EngineerDocs

Teknofest AI in Healthcare Category Finalists

This repositorty contains the notebooks used to Preprocess and Train

Used Datasets:

• VinDr
• RSNA
• Teknofest Data

Tried models:

• MobileNetv2
• Inception v3
• VGG
• MNasNet
• ConvNeXt
• EfficientNet models
• ViT models
• Dyno v2
• LightGBM
• XGBoost

EfficientNet_b3 was used as the finalized model. FocalLoss is implemented to learn on non-equally distributed multiclass dataset. Google Colab is used for training hardware supplier. The project report is also uploaded in the repository.

Targets:

BIRADS Category

• BIRADS 0
• BIRADS 1-2
• BIRADS 4-5

Breast Density (Composition)

• A
• B
• C
• D