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