FOR-species20K is the largest public LiDAR benchmark for tree-species classification, pooling 25 independently collected terrestrial, mobile, and airborne laser-scanning datasets across 33 species. We introduce a multi-resolution, multi-view ConvNeXtV2 model that improves official hidden-test accuracy from 79.5% to 85....
Vegetation plays a central role in cities, serving functional roles such as balancing shade and sky exposure, shaping the microclimate, carbon sequestration, and providing acoustic screening. Furthermore, aesthetic choices in landscape styles (formal, modernist, picturesque) are important for citizens'well-being and sh...
Patryk Bartkowiak, Marcin Marlewski, Paweł Wójcik et al.· 0 citations
Extended Reality (XR) systems create new opportunities for educational interaction, but evaluating user experience during immersive learning remains challenging because standard questionnaires are retrospective and can interrupt the learning flow. We report a pilot-scale exploratory between-subjects study (N = 34) usin...
Yi-Yin Gu, Yi-Qun Zhang, M. Feijóo-García et al.· IEEE Access· 0 citations
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