Methods and systems, including computer programs encoded on a computer storage medium, are disclosed for simultaneous playback of continuous video recordings from multiple recording devices. A system obtains respective video data generated by multiple recording devices. Each video data includes multiple image frames. For each recording device: based on a time value, the system identifies events captured in the video data generated by the recording device. Based on an input variable corresponding to the events, the system: i) identifies an event stream that coincides with occurrence of a particular event captured in the video data; ii) determines a control value for segmenting image frames of the event stream; and iii) based on the control value, generates a video segment in response to isolating image frames of the event stream coinciding with the particular event. A graphical interface is generated that concurrently outputs each video segment for each recording device.