Fig. 1From: An automated ICU agitation monitoring system for video streaming using deep learning classificationResearch framework consisted of 7 steps: (1) patient video collection in ICU, (2) video segmentation, (3) annotation, (4) patient movement quantification (MediaPipe, Background Subtractor MOG2), (5) Data preprocessing (data replacement, normalization), (6) model construction with three methods, (7) evaluation of model performanceBack to article page