In this demo, we will show the implementation of a content-based SPatial Im
age Retrieval Engine (SPIRE) for multimodal unstructured data. This archite
cture provides a framework for retrieving multi-modal data including image,
image sequence, time series and parametric data from large archives. Drama
tic speedup (from a factor of 4 to 35) has been achieved for many search op
erations such as template matching, texture feature extraction. This framew
ork has been applied and validated in solar flares and petroleum exploratio
n in which spatial and spatial-temporal phenomena are located.