The 35-year-old has not played since his brief stint with Miami United in 2016 but the Copa America and Confederations Cup champion is eager to make a comeback in 2018.
Compared to countryman and icon Ronaldo at the peak of his career, Adriano never fully fulfilled his potential due to a number of off-field issues.
However, Adriano – who won four Serie A titles with Inter and scored 74 goals in all competitions for the Italian club having also played for Roma, Fiorentina, Parma, Flamengo, Corinthians, Sao Paulo and Atletico Paranaense – wants to end his career on a more satisfying note.
"I'm preparing myself for a new project, I'll be back on training in January. Without a club," Adriano told TV Globo.
"Ever since I stopped, I have succeeded in maintaining my shape. I want this and I know I'll have to persist.
"I want do this for myself, I want to show I can reach my limits so I can tell if I can play or not.
"I couldn't complete my career as a whole. Something's happened and pushed me away from football. I can say [my career] stopped at the half."
Adriano enjoyed great success with Brazil, scoring 29 goals in 50 appearances from 2000-10.