A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset. - Zahra Gharaee; ZeMing Gong; Nicholas Pellegrino; Iuliia Zarubiieva; Joakim Bruslund Haurum; Scott C. Lowe; Jaclyn T. A. McKeown; Chris C. Y. Ho; Joschka McLeod; Yi-Yun C. Wei; Jireh Agda; Sujeevan Ratnasingham; et al. (NeurIPS, 2023)

BarcodeBERT: Transformers for Biodiversity Analysis. - Pablo Millan Arias; Niousha Sadjadi; Monireh Safari; ZeMing Gong; Austin T. Wang; Scott C. Lowe; Joakim Bruslund Haurum; Iuliia Zarubiieva; Dirk Steinke; Lila Kari; Angel X. Chang; Graham W. Taylor (CoRR, 2023)

BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity. - Zahra Gharaee; Scott C. Lowe; ZeMing Gong; Pablo Millan Arias; Nicholas Pellegrino; Austin T. Wang; Joakim Bruslund Haurum; Iuliia Zarubiieva; Lila Kari; Dirk Steinke; Graham W. Taylor; Paul W. Fieguth; et al. (NeurIPS, 2024)

Towards a Taxonomy Machine: A Training Set of 5.6 Million Arthropod Images. - Dirk Steinke; Sujeevan Ratnasingham; Jireh Agda; Hamzah Ait Boutou; Isaiah C. H. Box; Mary Boyle; Dean Chan; Corey Feng; Scott C. Lowe; Jaclyn T. A. McKeown; Joschka McLeod; Alan G. Sanchez; et al. (Data, 2024)