You can remember the meaning of 犯人 with this easy mnemonic:
Don't offend (犯) those men (人) by calling them convicts. They're innocent until proven guilty.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.