N. Tsutsumida

A tabular foundation model rivals established species distribution models from presence-only records

This paper evaluates tabular foundation models as species distribution models, finding they perform competitively without per-dataset tuning but are sensitive to biased data.

Spatiotemporal Mapping of Cherry Blossom Blooming by Semi-Automatic Observation System with Street-Level Photos

This paper develops a semi-automatic system using street-level photos to map cherry blossom blooming spatiotemporally, achieving high detection accuracy and enabling time series analysis of blooming events.

Mapping cherry blossoms from geotagged street-level photos

This paper develops a flower detection model from geotagged street-level photos to map cherry blossom flowering dates in Aizuwakamatsu, Japan, as a semi-automated approach to floral phenology data collection.