Identifying Smoking Environments From Images of Daily Life With Deep Learning.

Importance: Environments associated with smoking increase a smoker's craving to smoke and may provoke lapses during a quit attempt. Identifying smoking risk environments from images of a smoker's daily life provides a basis for environment-based interventions.

Objective: To apply a deep learning approach to the clinically relevant identification of smoking environments among settings that smokers encounter in daily life.