Projects

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Master’s Thesis Research on Secondary Image Data

Secondary data is contextual ecological information incidentally captured in an image, such as habitats, species interactions, physiological state, phenology, morphology, ontogeny, and sex (Callaghan et al., 2021; Pernat et al., 2024). In my Master’s research, I aim to demonstrate the versatility of secondary data for solving ecological problems and revealing ecological insights. I am particularly excited about stimulating interest and creativity in the use of secondary data in ecological studies. For more information on mine and others’ work on secondary data, see my Secondary Data Page.

ILTWS poster demonstrating my master's thesis work on secondary data

Undergraduate Research

Undergrad Honors Thesis on Southeastern U.S. Wildfire Ignitions

TBD

Undergrad Projects on Plusiinae Moth Species Identification

See my published work on improving species identification of moths in the subfamily Plusiinae using machine learning models and geometric morphometrics and deep learning models and wing patterns

Figure 1 from Torres, Tan, et al. 2025 in Frontiers in Agronomy, showing different wing patterns of selected species from the Plusiinae subfamily

Creative Commons License This work is licensed under a CC BY-NC-ND 4.0 International License.

© 2026 Karina M. Torres. All rights reserved.
If referencing any preliminary findings or ideas, please cite as:
Torres, K. M., "Projects," Personal Website, May 2026.