Thanks for taking your time to report this bug and making Ubuntu better!
By following your instructions, I was able to reproduce this bug on
Ubuntu Natty. (Though I did not need to reopen software center, as the
icon was updated once Eclipse had been installed.)
** Changed in: app-install-data-ubuntu (Ubuntu)
Status: New => Confirmed
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https://bugs.launchpad.net/bugs/635123
Title:
Eclipse doesn't have an icon in USC until after it's installed
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