TABLE I.
Summary of the three datasets specification used in this research
Dataset | BlackDog | Pitt | AVEC |
---|---|---|---|
Language | English (Australian) | English (American) | German |
Classification | Severely Depressed/Healthy Control | Severe/Low depression | Severe/Low depression |
Number of subjects per class | 30 | 19 | 16 |
Males-Females | 30-30 | 14-24 | 9-23 |
Procedure | open ended questions interview | HRSD clinical interview | human-computer interaction experiment (story telling) |
Symptom severity measure | QIDS-SR | HRSD | BDI |
Mean score (range) | 19 (14–26) | Severe:22.4 (17–35)/Low:2.9 (1–7) | Severe:35.9 (30–45)/Low:0.6 (0–3) |
Equivalent QIDS-SR Score [33] | 19 (14–26) | Severe:17 (13–26)/Low:2 (1–5) | Severe:20 (16–22)/Low:1 (0–2) |
Total Duration (minutes) | 509 | 355.9 | 33.2 |
Average duration/subject (in min) | 8.4 (± 4.4) | 9.4 (± 4.3) | 1.0 (± 0.8) |
Hardware | 1 camera + 1 microphone | 4 cameras + 2 microphones | 1 web camera + 1 microphone |
Audio sampling rate | 44100 Hz | 48000 Hz | 44100 Hz |
Video sampling rate | 30 fps | 30 fps | 30 fps |