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Artificial intelligence-based classification of bone tumors in the proximal femur on plain radiographs: System development and validation

Fig 7

Gradient-weighted Class Activation Mapping (Grad-CAM) to show which part of the input image led to the classification decision of the deep learning model.

The Grad-CAM revealed that the model classified the images based on the presence of tumors in the proximal part of each proximal femur. (a) Grad-CAM highlights the location of malignant tumor confirmed by magnetic resonance imaging (MRI). (b) Grad-CAM highlights the location of benign tumor confirmed by MRI.

Fig 7

doi: https://doi.org/10.1371/journal.pone.0264140.g007