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