I've done it several times in the past, both domestic and international flights. Granted it's been six or seven years since I last did it, but it was never an issue. Sometimes the check-in agent wanted me to open it to prove it was not filled with ice, so I usually sealed it with duck or packing tape after I showed it to him (pretty fast task when you do it as many times as I did it).