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MCTrack: Multi-cue spatio-temporal object tracking

delete2025-10-11
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PRE
AI
J
Jianbo Song
H
Hong Zhang
H
Hanyang Liu
Y
Yachun Feng
杨晗 (Yang Han)
Y
Y. F. Yang
DOI:10.1016/j.eswa.2025.129984delete
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Abstract

Abstract

En 中文
• Decouple the object representations into initial, dynamic, and historical cues. • HCAM efficiently models historical cue without multi-frame encoding costs. • Spatio-temporal decoding head fuses historical query to enhance object features. • Dual-criterion with tracking and temporal scores ensures reliable cue updates. • Achieves state-of-the-art performance across multiple tracking benchmarks.

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

Organization

B
Beihang University
Scholars:
5.2W
Papers: 4.1W
Citations: 37