On March 1, Stallone was spotted heading to the movie's set at Pinewood Studio in Georgia, Atlanta and holding what looks like a script, reported Aceshowbiz.
While Stallone's involvement in the Marvel pic is yet confirmed, a photo of him exiting a hotel in Atlanta has surfaced.
The movie's cast have been staying at the hotel while filming progresses. He then got into a car that was usually assigned to the movie's star Chris Pratt.
Kurt Russell, whose casting was confirmed by director James Gunn last month, is the closest bet.
The second volume of the highly-successful superhero movie will continue the team's adventures as they unravel the mystery of Peter Quill's true parentage.
It will arrive in US theatres May 5, 2017.
