Bias Field Poses a Threat to DNN-based X-Ray Recognition

Binyu Tian
Binyu Tian
Qing Guo
Qing Guo
Wen Le Chan
Wen Le Chan
Yupeng Cheng
Yupeng Cheng
Xiaohong Li
Xiaohong Li
Shengchao Qin
Shengchao Qin
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Abstract:

The chest X-ray plays a key role in screening and diagnosis of many lung diseases including the COVID-19. More recently, many works construct deep neural networks (DNNs) for chest X-ray images to realize automated and efficient diagnosis of lung diseases. However, bias field caused by the improper medical image acquisition process widel...More

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