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I am a researcher at the Museum für Naturkunde Berlin in the Center for Integrative Biodiversity Discovery (CIBD), working at the intersection of computer vision, artificial intelligence, and taxonomy. My research focuses on building automated pipelines for morphological analysis of biodiversity specimens, with a particular emphasis on hyperdiverse insect groups where the vast majority of their diversity remains undescribed. I am the lead developer of Descriptron, an AI-assisted platform for specimen annotation and morphological data acquisition that integrates deep learning segmentation, instance detection, and structured morphological vocabularies to accelerate species discovery and description. My broader work spans geometric morphometrics, color and texture phenomics, phylogenetic trait mapping, and contrastive species learning using vision transformers.

Vita

I am a research scientist at the Center for Integrative Biodiversity Discovery, Museum für Naturkunde Berlin, with a background spanning integrative taxonomy, phylogenomics, and AI-driven biodiscovery. 

I hold a PhD in Entomology from UC Davis (2013), followed by an NSF Postdoctoral Fellowship at the Technical University of Denmark, where I investigated differential gene expression in scale insects and developed metagenomic workflows. I later applied these approaches to genome recovery of the plantain weevil via PacBio HiFi metagenomics and to phylogenomic inference in Coleoptera using ultraconserved elements (UCEs). I subsequently spent nine years as Associate Professor of Biology at the University of Puerto Rico–Mayagüez, where I led an independent research group, secured over USD 700,000 in competitive federal funding as principal investigator, and established molecular laboratory infrastructure encompassing standard molecular techniques, NGS library preparation (Illumina, PacBio-HMW-extraction, Oxford Nanopore), ONT sequencing, and CRISPR-Cas9 micro-injection for arthropod embryos. During this period I also digitised and made the UPRM Invertebrate Collection globally accessible through GBIF, and supervised four MSc students to completion, resulting in students publishing in peer-reviewed journals.

My current work centers on two open-source platforms I developed to address the taxonomy of unsubscribed and hyperdiverse "dark taxa." Descriptron is an AI-assisted specimen annotation and morphological data acquisition platform integrating SAM2 image segmentation, Detectron2 instance detection, and a structured morphological vocabulary mapped to biodiversity ontologies, enabling scalable and reproducible morphometric data extraction from insect specimens. Its browser-based companion, the Descriptron-GBIF Annotator, supports crowdsourced annotation of GBIF specimen images across 25 taxonomic groups with zero installation required. DINOSAR v2 (DINOv3 Species Auto-Recovery) is a contrastive learning framework built on DINOv3 Vision Transformers that learns discriminative morphological representations across hyperdiverse insect taxa, supporting open-set species recognition, multi-modal trait regression, and DNA–image cross-modal alignment for automated species discovery.

Further information

Awards and Academic Distinctions

 

    • NSF Postdoctoral Research Fellowship in Biology (2013) — competitive national fellowship, USD 163,601

    • NSF–NASA EPSCoR RII Track-4 (2023) — PI, USD 248,138

    • USDA NIFA HSI Grant (2018) — PI, USD 274,868

    • USDA RIIA (2019) — PI, USD 148,523

    • NSF XSEDE/ACCESS computational allocations (2015–2024) — multiple competitive HPC award cycles

Publications

Van Dam, A.R., Serbina, L. (2025). Descriptron: Testing Artificial Intelligence for Automating Taxonomic Species Descriptions with a User-friendly Software Package [Preprint]. bioRxiv. DOI: https://doi.org/10.1101/2025.01.07.631758

Van Dam, A.R., Štarhová Serbina, L. (2025). Descriptron: Artificial intelligence for automating taxonomic species descriptions with a user-friendly software package. Systematic Entomology, e70005. DOI: https://doi.org/10.1111/syen.70005Open Access

Barrantes, E.A.B., Echavarria, M.A.Z., Van Dam, A.R., Helmick, E.E., Bartlett, C.R., Aponte, L.V.M., Ruiz, A.R., Bloch, M., Bahder, B.W. (2024). A new species of planthopper in the genus Colpoptera (Hemiptera: Fulgoroidea: Nogodinidae) from the Caribbean coast of Costa Rica. Zootaxa, 5481(3), 341-352. DOI: https://doi.org/10.11646/zootaxa.5481.3.3