An investigation is underway into the deaths of about 2400 sheep aboard a ship bound to the Middle East.

Federal Agriculture Minister David Littleproud has launched an investigation into the deaths of thousands of livestock during transit to the Middle East, after being supplied with footage of decaying sheep by Animals Australia.

The footage include two four-minute videos which depicted dead and decaying sheep.