A new multi-attention based method for solving the MIL problem (MAMIL), which takes into account neighboring patches or instances of each analyzed patch in a bag, is proposed. In method, one attention modules adjacent instances, several are used to get diverse feature representation patches, and module unite different representations provide an accurate classification (instance) whole bag. Due ...

Foraminifera are single-celled marine organisms that construct shells remain as fossils in the sediments. Classifying and counting these important paleo-oceanographic -climatological research. However, identification process has been performed manually since 1800s is laborious time-consuming. In this work, we present a deep learning-based instance segmentation model for classifying, detecting, ...

The amounts of data become increasingly large in recent years as the capacity of digital data storage worldwide has significantly increased. As the size of data grows, the demand for data reduction increases for effective data mining. Instance selection is one of the effective means to data reduction. This article introduces basic concepts of instance selection, its context, necessity and funct...