If you need Japanese support then you will have to download the support package which is found on the same page as the main download of the program.
Extract the archive with your favorite extracting application (Windows or Unix) and place the files to:
Unix - /usr/local/share/xpdf/japanese
Win32 - C:\Program Files\xpdf\japanese
After this open "add-to-xpdfrc" file from the extracted archive and copy its contents to xpdfrc file which is found in:
Unix - /usr/local/etc/xpdfrc
Win32 - C:\Program Files\xpdf\xpdfrc
The code which is needed is:
#----- begin Japanese support package (2011-sep-02)
cidToUnicode Adobe-Japan1 /usr/local/share/xpdf/japanese/Adobe-Japan1.cidToUnicode
unicodeMap ISO-2022-JP /usr/local/share/xpdf/japanese/ISO-2022-JP.unicodeMap
unicodeMap EUC-JP /usr/local/share/xpdf/japanese/EUC-JP.unicodeMap
unicodeMap Shift-JIS /usr/local/share/xpdf/japanese/Shift-JIS.unicodeMap
cMapDir Adobe-Japan1 /usr/local/share/xpdf/japanese/CMap
toUnicodeDir /usr/local/share/xpdf/japanese/CMap
#fontFileCC Adobe-Japan1 /usr/..../kochi-mincho.ttf
#----- end Japanese support package