Research output
Publications
Peer-reviewed articles, with links to the paper, citation data, and the project pages that host the associated datasets, models, and tools.
2026
publishedScientific Reports · 16, 25802 · 2026
A comprehensive benchmark of multi-generation YOLO architectures for forest species identification from macroscopic wood images
Jandrei Sartori Spancerski, Pedro Luiz de Paula Filho, Mauricio Kugler, Fabio Kurt Schneider
UTFPR — Curitiba · UTFPR — Medianeira · Univ Rouen Normandie, ESIGELEC
How to cite
Spancerski, J.S., de Paula Filho, P.L., Kugler, M. et al. A comprehensive benchmark of multi-generation YOLO architectures for forest species identification from macroscopic wood images. Sci Rep 16, 25802 (2026). https://doi.org/10.1038/s41598-026-54925-y