For drawing arrows, I use drawing toolbar of LibreOffice Writer.

For vector graphics, and converting bitmap to vectors, I use Inkscape.

For flowcharts, I use Dia.

For bitmap graphics, I use Gimp, use it for crop and prettifying old photos.

I use OpenClipart SVG images, when I need some image that is already made.