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FA-Net: A Fuzzy Attention-aided Deep Neural Network for Pneumonia Detection in Chest X-Rays

This is the official implementation of "FA-Net: A Fuzzy Attention-aided Deep Neural Network for Pneumonia Detection in Chest X-Rays" (IEEE CBMS, 2024)
Dataset details and preprocessing steps will be shared soon!

Overall workflow:

architecture

Channel Attention Module (CAM):

CAM

Fuzzy Channel Selection (FCS):

FCS

Results

Heat maps

heatmap

Confusion matrix

cm

Subspace feature representation

space

Authors 🤓

Ayush Roy
Anurag Bhattacharjee
Ram Sarkar
Diego Oliva
Oscar Ramos-Soto
Francisco J. Alvarez-Padilla