Description:

This Master Prompt integrates the complete image-processing research workflow into a coherent framework for producing scientifically defensible conclusions. It connects problem formulation, imaging principles, acquisition, calibration, preprocessing, segmentation, feature extraction, quantitative measurement, spectral and multimodal analysis, AI modeling, experimental monitoring, implementation and reporting. Rather than requiring every study to use every technique, it guides researchers in selecting and connecting the stages necessary to answer their research questions. Particular emphasis is placed on benchmarking, independent validation, sensitivity analysis, uncertainty, explainability, generalization, reproducibility and synthesis of evidence across different applications.