I've conducted different factor extraction methods using a considerably small dataset (low-level features extracted from image content). The problem is with the interpretation of factor scores obtained, which ranges from negative to positive integer number of unknown minimum/maximum. I read some handbooks but usually highlighted on how to conduct factor analysis and very rarely discuss about how to interpret the output.