Maruf, M., Daw, A., Mehrab, K. S., Manogaran, H. B., Neog, A., Sawhney, M., … Karpatne, A. (2024). VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images.

Maruf, M., Arka Daw, Kazi Sajeed Mehrab, Harish Babu Manogaran, Abhilash Neog, Medha Sawhney, Mridul Khurana, et al. “VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images,” August 28, 2024.

Maruf M, Daw A, Mehrab KS, Manogaran HB, Neog A, Sawhney M, et al. VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images. 2024.

Maruf, M., et al. VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images. 28 Aug. 2024.

Maruf M, Daw A, Mehrab KS, Manogaran HB, Neog A, Sawhney M, Khurana M, Balhoff JP, Bakis Y, Altintas B, Thompson MJ, Campolongo EG, Uyeda JC, Lapp H, Bart HL, Mabee PM, Su Y, Chao W-L, Stewart C, Berger-Wolf T, Dahdul W, Karpatne A. VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images. 2024.