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