bob.med.tb.data.nih_cxr14_re

NIH CXR14 (relabeled) dataset for computer-aided diagnosis

This dataset was extracted from the clinical PACS database at the National Institutes of Health Clinical Center (USA) and represents 60% of all their radiographs. It contains labels for fourteen common radiological signs in this order: cardiomegaly, emphysema, effusion, hernia, infiltration, mass, nodule, atelectasis, pneumothorax, pleural thickening, pneumonia, fibrosis, edema and consolidation. This is the relabeled version created in the CheXNeXt study.

  • Reference: [NIH-CXR14-2017]

  • Original resolution (height x width or width x height): 1024 x 1024

  • Labels: [CHEXNEXT-2018]

  • Split reference: [CHEXNEXT-2018]

  • Protocol default:

    • Training samples: 98’637 (including labels)

    • Validation samples: 6’350 (including labels)

    • Test samples: 0

  • Protocol ìdiap`: * Images path adapted to Idiap infrastructure

bob.med.tb.data.nih_cxr14_re.dataset = <bob.med.tb.data.dataset.JSONDataset object>

NIH CXR14 (relabeled) dataset object