Author

Kentarou Matsumura

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Open access Sep 2026

AMADEUS: Annotation-free multi-animal direction estimation using self-supervised learning

Markerless multi-animal tracking has advanced rapidly, yet measuring social interactions among visually similar animals remains challenging during occlusion and crowding. Here we present AMADEUS (Annotation-free Multi-Animal Direction Estimation Using Self-supervised learning), a tracking system that requires neither m...

Yusuke Notomi, Kentarou Matsumura, S. Dobata · bioRxiv · 0 citations

Open access Aug 2026

Integrating experimental evolution and transcriptomics reveals the phenotypic and molecular architecture of the pace-of-life syndrome.

Phenotypic traits often covary through shared genetic and environmental influences, shaping the evolution of integrated life-history strategies. In particular, correlations between behavioral and life-history traits form the core of the pace-of-life syndrome (POLS) hypothesis, yet direct experimental tests of its evolu...

Kentarou Matsumura, Keisuke Tanaka, Ken Sasaki et al. · Proceedings of the National... · 0 citations