Study on transfer learning capabilities for pneumonia classification in chest-x-rays images

Danilo Avola,Andrea Bacciu,Luigi Cinque,Alessio Fagioli,Marco Raoul Marini,Riccardo Taiello

Computer Methods and Programs in Biomedicine（2022）

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摘要

•The organization of multiple public CXR pneumonia collections in a single dataset.•The presentation of a transfer learning benchmark to assess 12 renown models.•The description of Grad-CAM overlaid input images for an improved interpretability.

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关键词

Pneumonia classification,Deep learning,Transfer learning,Explainable AI

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