The musician, who will make her debut on the show tomorrow night, shared a video to social media of her and dance partner Lukasz Rozycki training while wearing blindfolds.
In the clip, Myleene wore a pale green mask as the pair skated to Take Me To Church by Hozier.
‘Blindfolded. Bow down for @IceLukasz,’ she captioned the video.
It comes just a few days after Myleene knocked her head on the ice and ‘passed out’.
Myleene wore a face mask while training (Picture: Myleeneklass)
Speaking about the incident, which will be shown on tomorrow night’s instalment, Myleene said: ‘There are loads of things I am learning as I go along, but I didn’t realise that when you do the spins, you can have little mini blackouts when you get dizzy.
‘So we were doing a spin and when I watched the footage back and like the next thing you see is a banged head.’
Myleene has been in the wars while training (Picture: Myleeneklass)
‘We were doing the rehearsals last week, and I didn’t realise it was a blackout as it’s a very weird feeling,’ she added to The Sun.
The former pop star really has been in the wars over the past few weeks as she also recently injured both of her knees while training.
Luckily she was ok despite blacking out (Picture: Myleeneklass)
‘I just felt embarrassed by my injury because it’s not a very sexy injury,’ the 42-year-old told Metro.co.uk and other press.
‘I feel like a Nana. It is very painful but just not very sexy when you say your knees have gone.’
Detailing how the injury occurred, the former pop star laughed: ‘It happened from learning to dance on ice – it’s no easy feat, it really isn’t.
‘On land, I feel like I’m quite stable. I feel I can do my turns, I can get my counts to the music and then as soon as you remove the land and replace it with a very slippery surface, it just does all manner of things to your joints.’
Taking to the ice alongside Myleene on Sunday are Towie star Billie Faiers, Corrie’s Faye Brooks and Capital FM DJ Sonny, as well as Olympians Graham Bell and Colin Jackson.
Dancing on Ice returns on Sunday at 6pm on ITV.