Improving Crowded Head Detection With Task-Aware Focal Modulation and Feature-Crossing Knowledge Distillation

Accurate head detection in crowded scenes is a fundamental requirement for intelligent surveillance systems, yet it remains challenging due to the prevalence of tiny targets, severe occlusion, and strict efficiency constraints in real-world deployment. To address these issues, this paper proposes TA...

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Detalhes bibliográficos

Principais autores:	Yuteng Sui, Xinaghua Shan, Linlin Dai, Hui Jing, Hualong Sun, Jianjun Ma
Formato:	Artigo
Idioma:	Inglês
Publicado em:	IEEE 2026-01-01
coleção:	IEEE Access
Assuntos:	Knowledge distillation crowded head detection object detection lightweight network difficulty-aware learning
Acesso em linha:	https://ieeexplore.ieee.org/document/11510256/
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