The network is teaming up with author Nicholas Sparks, whose book inspired the 2004 film, to reboot the movie, said The Hollywood Reporter.
The potential series will follow the romantic journey of the two beloved central characters, Noah (Gosling in the feature film) and Allie (McAdams), at the outset of their blossoming relationship as they build their lives and their future together against the backdrop of the racial politics, economic inequities and social mores of post-World War II in the late 1940s in North Carolina.
The drama hails from Warner Bros Television, a corporate sibling of feature-film producers New Line Cinema, and Nicholas Sparks Productions.
"'The Notebook' is a very well-received book and motion picture. It is going to be set after World War II. At this point, the pilot is not done.
"I don't believe we're going to see the older couple, what they become, but again, things change and we're just now in the development stage," CW president Mark Pedowitz said.