There is disclosed a method and system for determining a predicted state of a traffic signal. A video of the traffic signal is received. Still images of the traffic signal are generated based on the video. A first machine learning algorithm (MLA) outputs a vector for each bulb in each still image, the vector indicating a predicted status of the bulb. A second MLA determines a predicted state of the traffic signal based on the vectors.