pnmhisteq - histogram equalise a portable anymap



pnmhisteq 'ti 15 [ -gray ] [ -rmap pgmfile ] [ -wmap pgmfile ] [ -verbose ] [ pnmfile ]


pnmhisteq increases the contrast of a portable graymap or pixmap through the technique of "histogram equalisation" [1]. A histogram of the luminance of pixels in the map is computed, from which a transfer function is calculated which spreads out intensity levels around histogram peaks and compresses them at troughs. This has the effect of using the available levels of intensity more efficiently and thereby increases the detail visible in the image.

Mathematically, if N[i] is the number of pixels of luminosity i in the image and T is the total number of pixels, luminosity j is replaced by:

.NF .vs 9p j --- \\ \> N[i] / T \/ --- i=0 .vs .FI

If you're processing a related set of images, for example frames of an animation, it's generally best to apply the same intensity map to every frame, since otherwise you'll get distracting frame-to-frame changes in the brightness of objects.

R pnmhisteq 's

-wmap option allows you to save, as a portable graymap, the luminosity map computed from an image (usually a composite of the images you intend to process created with

R pnmcat ). Then, you can subsequently process each of the individual images using the luminosity map saved in the file, supplied with the

-rmap option.



          When processing a pixmap, only gray pixels (those with identical red, green, and blue values) are included in the histogram and modified in the output image. This is a special purpose option intended for images where the actual data are gray scale, with colour annotations you don't want modified. Weather satellite images that show continent outlines in colour are best processed using this option. The option has no effect when the input is a graymap.

  • -rmap mapfile
        Process the image using the luminosity map specified by the portable graymap mapfile. The graymap, usually created by an earlier run of

pnmhisteq with the

-wmap option, contains a single row with number of columns equal to the maxval (greatest intensity) of the image. Each pixel in the image is transformed by looking up its luminosity in the corresponding column in the map file and changing it to the value given by that column.

  • -wmap mapfile
        Creates a portable graymap, mapfile, containing the luminosity map computed from the histogram of the input image. This map file can be read on subsequent runs of

pnmhisteq with the

-rmap option, allowing a group of images to be processed with an identical map.


    Prints the histogram and luminosity map on standard error.

All flags can be abbreviated to their shortest unique prefix.


Histogram equalisation is effective for increasing the visible detail in scientific imagery and in some continuous-tone pictures. It is often too drastic, however, for scanned halftone images, where it does an excellent job of making halftone artifacts apparent. You might want to experiment with

R pgnnorm ,

R ppmnorm , and

pnmgamma for more subtle contrast enhancement.

The luminosity map file supplied by the

-rmap option must have the same maxval as the input image. This is always the case when the map file was created by the

-wmap option of

R pnmhisteq . If this restriction causes a problem, simply adjust the maxval of the map with

pnmdepth to agree with the input image.

If the input is a PBM file (on which histogram equalisation is an identity operation), the only effect of passing the file through

pnmhisteq will be the passage of time.


R pgmnorm (1),

R pnm (5),

R pnmcat (1),

R pnmdepth (1),

R pnmgamma (1),

R pnmnorm (1)

  • [1]
         Russ, John C. The Image Processing Handbook. Boca Raton: CRC Press, 1992. Pages 105-110.


Copyright (C) 1995 by John Walker ( ). WWW home page: http://www.fourmilab.ch/

Permission to use, copy, modify, and distribute this software and its documentation for any purpose and without fee is hereby granted, without any conditions or restrictions. This software is provided ``as is'' without express or implied warranty.