Highlights
Machine learning brain decoding identified distinct brain patters during inverted or neutral faces versus houses.
Decreased accuracy in classifying inverted faces stimuli was found in the ASD group.
Significant accuracy differences were found temporally between 100 and 240 ms and spatially in temporal and occipital areas.
ASD differences in accuracy were correlated to ADOS symptomatology.