Towards High Performance Video Object Detection for Mobiles

Understand

Despite the recent success of video object detection on Desktop GPUs, its architecture is still far too heavy for mobiles.

• It is also unclear whether the key principles of sparse feature propagation and multi-frame feature aggregation apply at very limited computational resources.
• In this paper, we present a light weight network architecture for video object detection on mobiles.
• Light weight image object detector is applied on sparse key frames.