This Alice also almost never whines, which I enjoyed.
What I initially did not like, but grew to like, was the relationship between the Mad Hatter, played by Johnny Depp, and Alice.
In the Disney version, there was only the tea party serving as any big interaction, but in this film, Alice spends a significant amount of time bonding with the Mad Hatter.