This directory contains 12 hyperspectral images of natural scenes gathered in Maryland and Australia. They were gathered by T.W. Cronin and C.-C. Chiao of the Department of Biological Sciences at the University of Maryland Baltimore County. For details of image capture procedure, see Ruderman et al. in JOSA (to appear). The images are within a gzipped tar file "hyperspectral_dataset.tar.gz". Each of the 12 scenes consists of 43 images at various wavelengths. Within each file the images are 128x128 pixels stored as 4-byte floats (written by a Pentium), with the first 128 floats being the bottom row of the image from left to right, and then each row up the image follows. The images are calibrated to reflectance, between 0 and 1. These images can be used for exploratory purposes without permission. For use in work to be published, please contact Tom Cronin (cronin@umbc.edu). All images are Copyright (C) T.W. Cronin and C.-C. Chiao, 1998. For help in unloading the dataset contact Dan Ruderman (ruderman@salk.edu).