Lung Cancer Research

LUNG NODULE DETECTION

True Positive Detections

False Positive Detection

3D Rendered Volume

True Positive Detections

Deep feature extraction by four DCNNs 

Uniform manifold approximation and projection (UMAP) analysis of the features extracted from DCNN for candidate objects by lung nodule pre-screening from CT images. The blue points are true nodules in the UMAP space.  Image examples of false positive objects from parts of the point cloud indicated by the circular markers are shown. 

Rank-rank hypergeometric overlap (RRHO) maps 

– True positives 

Rank-rank hypergeometric overlap (RRHO) maps 

– False positives