India registered the highest single-day COVID-19 deaths at 507 on Wednesday with Maharashtra, Delhi and Tamil Nadu accounting for over 70 per cent of the fatalities, while 18,653 new infections were reported taking the total tally to 5,85,493, according to the Union Health Ministry data.