Browsing by Subject "Attention-based pooling"

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Simultaneous instance pooling and bag representation selection approach for multiple-instance learning (MIL) using vision transformer

Waqas, Muhammad; Tahir, Muhammad Atif; Author, Muhammad Danish; Al-Maadeed, Sumaya; Bouridane, Ahmed; Wu, Jia... more authors ... less authors ( Springer Science and Business Media Deutschland GmbH , 2024 , Article)
In multiple-instance learning (MIL), the existing bag encoding and attention-based pooling approaches assume that the instances in the bag have no relationship among them. This assumption is unsuited, as the instances in ...