Education
BSc
CS @ IUT
2019 – 2023
MSc
ABE @ UIUC
2024 – 2025
PhD
CS @ USF
2026 – Present
Research
My research focuses on improving the interpretability and efficiency of large language models (LLMs) and general AI systems. Previously, my research focused on computer vision, with an emphasis on hyperspectral image reconstruction for agricultural applications.
Publications
Selected publications only. For a more detailed publication history, please visit here
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Agro-Net: A Convolution-Attention Fusion based hyperspectral model for agro-food quality assessment
Ocean Monjur , Md Toukir Ahmed, Md Wadud Ahmed, Mohammed Kamruzzaman
CVPRW , 2025
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Agro-HSR: The first large-scale agricultural-focused hyperspectral dataset for deep learning-based image reconstruction and quality prediction
Ocean Monjur , Md Toukir Ahmed, Girish Chowdhary, Mohammed Kamruzzaman
Computers and Electronics in Agriculture , 2025
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A comprehensive review of deep learning-based hyperspectral image reconstruction for agri-food quality appraisal
Md Toukir Ahmed, Ocean Monjur , Alin Khaliduzzaman, Mohammed Kamruzzaman
Artificial Intelligence Review , 2025
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Deep learning-based hyperspectral image reconstruction for quality assessment of agro-product
Md. Toukir Ahmed, Ocean Monjur , Mohammed Kamruzzaman
Journal of Food Engineering , 2024
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Hyperspectral image reconstruction for predicting chick embryo mortality towards advancing egg and hatchery industry
Md. Toukir Ahmed, Md Wadud Ahmed, Ocean Monjur , Jason Lee Emmert, Girish Chowdhary, Mohammed Kamruzzaman
Smart Agricultural Technology , 2024