NIR-HSI technology was used for detection of viability and vigor in muskmelon seeds.
Partial least square discriminant analysis was used to develop model.
Variable selection methods were used for identification of optimum variables.
Applicability of the developed analytical method for predicting germination ability of the muskmelon seed was demonstrated.