An anchor-free 3D CNN, formalizing lesions as center keypoints, outperforms its own anchor-based RPN on DeepLesion in FROC score (0.735 vs 0.708) and inference time (1.74s vs 1.95s/scan).
Automatic detection of subsolid pulmonary nodules in thoracic computed tomography images,
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3D Anchor-Free Lesion Detector on Computed Tomography Scans
An anchor-free 3D CNN, formalizing lesions as center keypoints, outperforms its own anchor-based RPN on DeepLesion in FROC score (0.735 vs 0.708) and inference time (1.74s vs 1.95s/scan).