LiteTrack: Layer Pruning with Asynchronous Feature Extraction for Lightweight and Efficient Visual Tracking

Qingmao Wei,Bi Zeng,Jianqi Liu,Li He,Guotian Zeng,Qingmao Wei,Bi Zeng,Jianqi Liu,Li He,Guotian Zeng

The recent advancements in transformer-based visual trackers have led to significant progress, attributed to their strong modeling capabilities. However, as performance improves, running latency correspondingly increases, presenting a challenge for real-time robotics applications, especially on edge devices with computational constraints. In response to this, we introduce LiteTrack, an efficient t...