The group shared a sweet yet ridiculous MV for their new track. The video shows a charming garden concept with the four members of the group all dressed in white with flower crowns on their heads. "I Wish I Could Unsee That" is a ballad song that talks about an instance when you are looking into your partner's phone and finding by chance photos of another woman. At the end of the song, Seolhyun said, "I can't see my tears, because it's all over my head. I can't say happy, I should be happier, and pay back my money."


The music video has already surpassed 20,000 views. Fans and netizens who have seen the MV left comments such as, "They all look so pretty, and the lyrics are so funny as far as I can understand," "I don't know if I should laugh or cry," "Their voices sound so good," "CELEB FIVE is an amazing group! And the concept is refreshing," "I hope they get to perform on music shows," and many more.

The girl group initially consists of five female comediennes, one member (Kim Young-Hee) parted ways with the group in late 2018 as she wants to pursue theatre acting, and she doesn't want to cause her members more trouble because of her poor dancing skills.

CELEB FIVE is known for its presentations of fresh, creative, and fun ideas by staging with 1980s-period glitzy clothes and often barefoot while executing the choreography. Also, they are recognized for their vocals of the 1980s-1990s K-Pop group, a concept that is hugely opposite to most K-Pop groups.

The girl group made their debut on January 24, 2018, with the single "I Wanna Be a Celeb," with its theme inspired by a well-known Japanese dance group, Tomioka Dance Club (TDC). The music video for this track is under the direction of Super Junior's Shindong. Ten months after, on November 19, CELEB FIVE made their first comeback with a disco track entitled "Shutter" that has a 1980s synth-pop, featuring South Korean actor Lee Deok Hwa.

Aside from performing on music shows, the group also appeared on variety programs like MBC's "Infinite Challenge," JTBC's "Knowing Brothers," and MBC's "Weekly Idol." The members were also cast in the two seasons of Vivo TV's web series titled "Round Throwers.