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The first versions to make the charts were in 1934 when Leo Reisman's version reached number three and Isham Jones's version reached number 11. That same year the song was recorded by Ruth Etting.
Patti Page had a number 11 hit with "With My Eyes Wide Open, I'm Dreaming" (Mercury Records #5344)[1] in 1950. Having previously recorded both vocal parts on the duet "Confess", Page had been intrigued by the possibility of using overdubbing techniques to record as a "one-woman quartet"; when Mercury a&r director Mitch Miller received Page's suggestion skeptically the singer prepped a demo showcasing her multi-tracked vocals which drew Millers' consent to have Page record "With My Eyes Wide Open..." in this manner.[2] Recorded in a 3 December 1949 session in New York City with Jack Rael conducting his orchestra, "With My Eyes Wide Open..." became Page's first million-seller and established her trademark vocal sound. Page re-recorded "With My Eyes Wide Open..." - with what was considered a "rock and roll" arrangement - in an 11 May 1959 session in New York City: this version reached number 59.[3]
"With My Eyes Wide Open, I'm Dreaming" was also sung by Dean Martin in the 1952 film The Stooge.
"With My Eyes Wide Open, I'm Dreaming" was sung by Dorothy Dell in the 1934 film 'Shoot the Works.'
Isham Jones and his Orchestra (vocal: Joe Martin) (recorded May 10, 1934, released by Victor Records as catalog number 24643, with the flip side "Do I Love You?"[6])
Will Osborne and his orchestra (recorded May 17, 1934, released by Banner Records as catalog number 33075[8] and released by Melotone Records as catalog number 13039,[9] also [the same or another recording] released by Romeo Records as catalog number 2283,[10] all with the flip side "Do I Love You?"[8][9][10])
Patti Page (recorded on December 3, 1949, released by Mercury Records as catalog number 5344, with the flip side "Oklahoma Blues",[1] redone in 1959)