TY - RPRT TI - VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images AU - Maruf, M [Virginia Tech, Blacksburg] AU - Daw, Arka [ORNL] (ORCID:0009000633191271) AU - Mehrab, Kazi [Virginia Tech, Blacksburg] AU - Manogaran, Harish Babu [Virginia Tech, Blacksburg] AU - Neog, Abhilash [Virginia Tech, Blacksburg] AU - Sawhney, Medha [Virginia Tech, Blacksburg] AU - Khurana, Mridul [Virginia Tech, Blacksburg] AU - Balhoff, James [University of North Carolina] AU - Bakis, Yasin [Tulane University] AU - Altintas, Bahadir [Tulane University] AU - Thompson, Matthew [Ohio State University] AU - Campolongo, Elizabeth [Ohio State University] AU - Uyeda, Josef [Virginia Tech, Blacksburg] AU - Lapp, Hilmar [Duke University] AU - Bart Jr., Henry L [Tulane University] AU - Mabee, Paula [National Ecological Observatory Network, Battelle; Dept. of Atmospheric and Oceanic Sciences, Univer] AU - Su, Yu [Ohio State University] AU - Chao, Wei-Lun [Ohio State University] AU - Stewart Jr, Charles N [ORNL] AU - Berger-Wolf, Tanya [The Ohio State University] AU - Dahdul, Wasila [University of California Irvine] AU - Karpatne, Anuj [Virginia Tech, Blacksburg] PY - 2024 UR - https://www.osti.gov/biblio/2538317 ID - 2538317 ER -