They collided with a pedal bike under the railway bridge along Portsmouth Road last Tuesday between 12:30pm and 12:45pm.
A man in his 60s was taken to hospital suffering serious injuries while the riders of the two e-bikes left the scene.
Anyone who witnessed the incident or has dashcam footage from the area around that time is urged to contact police on 101.