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Introducing instance label correlation in multiple instance learning. Application to cancer detection on histopathological images

Published in arXiv (Cornell University) • Oct 30, 2023
NobleIDNI3P61W42R57S43
Authors:
Pablo Morales-Álvarez
,
Arne Schmidt
,
José Miguel Hernández-Lobato

Abstract

In the last years, the weakly supervised paradigm of multiple instance learning (MIL) has become very popular in many different areas. A paradigmatic example is computational pathology, where the lack of patch-level labels for whole-slide images prevents the application of supervised models. Probabi...

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