"The time has passed for token gestures, New Zealand must take its global responsibilities seriously."
The report also criticised New Zealand's record on domestic violence, children's rights, privacy issues, and the over-representation of Maori in New Zealand prisons.
Maori make up 51 per cent of the prison muster, despite only being 15 per cent of the total population.
Amnesty said New Zealand's "full-take" collection of data in the Pacific Region -- which is being investigated by the Government's independent spying watchdog -- was "questionable".
The annual report coincided with Prime Minister John Key's trip to Sri Lanka.
Mr Bayldon said Amnesty had grave concerns about Sri Lanka's human rights record, and he urged Mr Key to represent more than just New Zealand's trading interests during his visit.
Sri Lanka's report card showed significant improvement on human rights issues over the past year but also highlighted ongoing abuses, including arbitrary arrest and detention, torture, enforced disappearances and other matters.