Learning adaptive shift and task decoupling for discriminative one-step person search

Qixian Zhang, Duoqian Miao, Qi Zhang, Changwei Wang, Yanping Li, Hongyun Zhang, Cairong Zhao

Published: 01 Nov 2024, Last Modified: 12 Nov 2025Knowledge-Based SystemsEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Adaptive Shift and Task Decoupling method extracts highly discriminative features.•Scale-Aware Transformer effectively handles scale and occlusion variations.•Task Decoupling Mechanism separates detection and re-identification tasks.•Adaptive Shift Augmentation dynamically adjusts for precise feature capture.
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