Here is the full list of all 24 Catch Me achievements.
A letter from rosedog
Upgrade Maze to Lv.10
Upgrade Maze to Lv.9
Complete an infiltration without using tricks
Upgrade Maze to Lv.8
Use Poker Pistol once
Collect 255 Roses
Upgrade Maze to Lv.7
Complete an infiltration in 30 seconds
Upgrade Maze to Lv.6
Use Levitate once
Upgrade Maze to Lv.5
Use Disguise once
Upgrade Maze to Lv.4
Invite Walter
Upgrade Maze to Lv.3
Complete an infiltration with quick movements, perfect panning, and no HP loss
Invite Perona
Use Dove Trick once
Upgrade Maze to Lv.2
Use Unlocker once
Use Hypnosis once
Use Flare once
Upgrade Maze to Lv.1