India will face Korea, Malaysia, Pakistan, Japan and China in the Pool stage of the tournament.
India, ranked sixth in the world, produced a below-par performance, allowing New Zealand to claw back into the match after taking a 2-0 lead in the first half.
Apart from India head coach Graham Reid and forward Gurjant Singh, the other player to have contracted COVID-19 is Ashis Kumar Topno.