Omer Mermer

The Implementation of Multimodal Large Language Models for Hydrological Applications: A Comparative Study of GPT-4 Vision, Gemini, LLaVa, and Multimodal-GPT

Likith Kadiyala, Omer Mermer, R. Dinesh Jackson Samuel et al. · Hydrology · 2024 · 43 citations · Full text

Natural Resources, Hydrology, Water Resources Management +17

Enhancing hydrological modeling with transformers: a case study for 24-h streamflow prediction

Bekir Zahit Demiray, Muhammed Sit, Omer Mermer et al. · Water Science & Technology · 2024 · 25 citations · Full text

Natural Resources, Hydrology, Water Resources Management +15

Predicting Harmful Algal Blooms Using Explainable Deep Learning Models: A Comparative Study

Bekir Zahit Demiray, Omer Mermer, Özlem Baydaroğlu et al. · Water · 2025 · 24 citations · Full text

Natural Sciences, Environmental Management, Environmental Sciences +16

A Comparative Study of Ensemble Machine Learning and Explainable AI for Predicting Harmful Algal Blooms

Omer Mermer, Eddie Zhang, İbrahim Demir · Big Data and Cognitive Computing · 2025 · 17 citations · Full text

Computing, Computer Science, Environmental Sciences +17