@misc{indiciaeb7f126ac4bd3, title = {VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images}, author = {Maruf, M [Virginia Tech, Blacksburg] and Daw, Arka [ORNL] (ORCID:0009000633191271) and Mehrab, Kazi [Virginia Tech, Blacksburg] and Manogaran, Harish Babu [Virginia Tech, Blacksburg] and Neog, Abhilash [Virginia Tech, Blacksburg] and Sawhney, Medha [Virginia Tech, Blacksburg] and Khurana, Mridul [Virginia Tech, Blacksburg] and Balhoff, James [University of North Carolina] and Bakis, Yasin [Tulane University] and Altintas, Bahadir [Tulane University] and Thompson, Matthew [Ohio State University] and Campolongo, Elizabeth [Ohio State University] and Uyeda, Josef [Virginia Tech, Blacksburg] and Lapp, Hilmar [Duke University] and Bart Jr., Henry L [Tulane University] and Mabee, Paula [National Ecological Observatory Network, Battelle; Dept. of Atmospheric and Oceanic Sciences, Univer] and Su, Yu [Ohio State University] and Chao, Wei-Lun [Ohio State University] and Stewart Jr, Charles N [ORNL] and Berger-Wolf, Tanya [The Ohio State University] and Dahdul, Wasila [University of California Irvine] and Karpatne, Anuj [Virginia Tech, Blacksburg]}, year = {2024}, url = {https://www.osti.gov/biblio/2538317}, note = {Source identifier: 2538317} }