Overview
Personal profile
Computational biology & machine learning researcher with a strong focus on biological image analysis (2D/3D, multispectral) and expertise in interpretable hybrid mechanistic (biophysical)–ML modeling for living systems.
I combine spatiotemporal modeling, pattern recognition, and multimodal integration (imaging-derived morphological features + metadata) with statistical validation.
I am particularly interested in morphogenesis and cellular dynamics, and in translating these approaches to single-cell, omics-informed settings.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 2 Zero Hunger -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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Decoding living systems: Reassessing crop model frontiers via biological dynamics and optimized phenotype
Correa, E. S., 11 Mar 2026, In: PLoS ONE. 21, 3 March, p. 1-23 23 p., e0343530.Research output: Contribution to journal › Article › peer-review
Open Access -
Runoff Potential Index (RPI): 3D modelling of surface-driven hydrological dynamics for drought resilience
Correa, E. S., 07 Jan 2026, In: Scientific Reports. 16, 1, 4509.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Ml-enhanced mechanistic crop modeling to address noise-induced uncertainty for drought environmental monitoring in rice
Correa, E. S., Calderon, F. C. & Colorado, J. D., 29 Sep 2025, In: Discover Food. 5, 1, 312.Research output: Contribution to journal › Article › peer-review
Open Access3 Scopus citations -
A Novel Multi-camera Fusion Approach at Plant Scale: From 2D to 3D
Correa, E. S., Calderon, F. C. & Colorado, J. D., Jun 2024, In: SN Computer Science. 5, 5, 582.Research output: Contribution to journal › Article › peer-review
Open Access6 Scopus citations -
Complex Object Detection Using Light-Field Plenoptic Camera
Correa, E. S., Parra, C. A., Vizcaya, P. R., Calderon, F. C. & Colorado, J. D., 2022, Recent Trends in Image Processing and Pattern Recognition - 4th International Conference, RTIP2R 2021, Revised Selected Papers. Santosh, K., Hegadi, R. & Pal, U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 119-133 15 p. (Communications in Computer and Information Science; vol. 1576 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
4 Scopus citations