Hilmar Lapp

BioCLIP 2: Emergent Properties from Scaling Hierarchical Contrastive Learning

arXiv 2025

VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images

arXiv 2024

Hierarchical Conditioning of Diffusion Models Using Tree-of-Life for Studying Species Evolution

arXiv 2024

Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images

CVPR 2025 1

Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks

arXiv 2023

RNeXML: a package for reading and writing richly annotated phylogenetic, character, and trait data in R

arXiv 2015

Wasila Dahdul

Wei-Lun Chao

Anuj Karpatne

Mridul Khurana

Paula M. Mabee

Tanya Berger-Wolf

Arka Daw

Elizabeth G. Campolongo

Harish Babu Manogaran

Henry L. Bart Jr.