Research Article

Computer Vision Tools for Low-Cost and Noninvasive Measurement of Autism-Related Behaviors in Infants

Table 2

Results of Disengagement of Attention task. Scores from the clinician (Clin.), automatic method (Automatic), a psychiatrist (Psy.), and two students (St. 1 and St. 2) for each trial. A trial is considered either as “passed” (Pass), “delayed” (Del), or “stuck” (Stck) depending on whether the child disengages from the first object in less than 1 s, between 1 and 2 s, or more than 2 s, respectively. We also present the automatically computed delay that the child takes to disengage. Note that we consider of a second margin for each delay to accommodate human error of making a live judgment.

Part numberClin. Automatic Psy. St. 1 St. 2
Score Delay (s)

First trial score
Number 1 Pass Pass 0.9 Pass Del Del
Number 2 N/A Del 1.87 N/A N/A N/A
Number 3 Pass Pass 0.5 Pass Del Del
Number 4 Pass Pass 0.23 Pass Pass Pass
Number 5 Del Pass 1.07 Del Del Del
Number 6 Pass Pass 1.03 Pass Del Pass
Number 7 Pass Pass 0.83 Pass Del Del
Number 8
Number 9
Number 10 Pass Pass 0.87 Del Del Del
Number 11 Pass Pass 0.83 Pass Del Pass
Number 12 Pass Pass 0.93 Pass Pass Pass

Second trial score
Number 1 Pass Pass 0.7 Pass Pass Pass
Number 2
Number 3
Number 4 Pass Pass 1.1 Pass Pass Pass
Number 5 Del Del 1.77 Del Stck Del
Number 6 Pass Del 1.43 Pass Pass Pass
Number 7 Pass Pass 0.97 Del Del Del
Number 8 Pass Pass 1.33 Pass Del Del
Number 9
Number 10 Pass Pass 1.3 Pass Pass Pass
Number 11 Pass Pass 0.63 Pass Pass Pass
Number 12 Pass Pass 0.9 Pass Del Del

Third trial score
Number 1 Pass Pass 0.37 Pass Pass Pass
Number 2
Number 3
Number 4 Pass Pass 0.3 Pass Pass Pass
Number 5 Pass Pass 0.5 Pass Del Pass
Number 6 Pass Pass 0.7 Del Del Del
Number 7 Pass Pass 1.13 Pass Del Del
Number 8
Number 9 Del Del 1.37 Pass Del Stck
Number 10 Pass Pass 1.33 Del Del Del
Number 11 Pass Pass 0.87 Pass Pass Pass
Number 12 Pass Pass 0.87 Pass Pass Pass