An infrared camera is configured to measure a temperature distribution on a surface of at least one rotating turbine bucket. With the measured surface temperature distribution, a condition index is determined which reflects either an overall condition of a bucket or a specific location on the bucket. The condition index can be used to predict the remaining useful life of a turbine bucket, which can be used to optimize maintenance intervals and thereby reduce maintenance costs.