Tohru Kamiya

Adaptation Depth Over Synthetic Augmentation for Classification of Imbalanced Circulating Tumor Cells

Circulating tumor cells (CTCs) are a non-invasive biomarker of metastasis. However, they are extremely rare, making automated detection in fluorescence microscopy images a severely class-imbalanced learning problem with a small, fixed-size positive class. A common approach is to synthesize additional minority examples...