Have a look at
https://linguapress.com/grammar/infinitive.htm It includes : ("noticed" qualifies here as a "verb of primary perception") After verbs of perception, the second verb can alternatively be a present participle:
I heard him leave the house by the front door. or
I heard him leaving the house by the front door.
Both these structures are possible, though there may be a shade of difference between the two; normally the speaker can choose.
Alternatively look at
https://dictionary.cambridge.org/grammar/british-grammar/verb-patterns/hear-see-etc-object-infinitive-or-ing
1.1. The short infinitive , without to
This is used notably with certain modal auxiliaries, can, could, may, might, will, shall, could, must.
It is also found after a handful of other verbs that introduce a verb complement, in particular: dare, verbs of primary perception see, hear, smell, feel, and some verbs of permission or causative verbs, notably make, let and have. Finally there are two common words that are followed by the infinitive without to: these are rather and better, in expressions on the model I'd rather....
After verbs of perception, the second verb can alternatively be a present participle:
I heard him leave the house by the front door. or
I heard him leaving the house by the front door.
Both these structures are possible, though there may be a shade of difference between the two; normally the speaker can choose.