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YOLO-DAA: Directional Area Attention for Lightweight Tiny Object Detection in Maritime UAV Imagery

Tiny object detection in maritime Unmanned Aerial Vehicles (UAV) imagery remains challenging due to low-resolution targets, dynamic lighting, and vast water backgrounds that obscure fine spatial cues. This study introduces You Only Look Once – Directional Area Attention (YOLO-DAA), a lightweight yet...

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Principais autores: Kuan-Chou Chen, Vinay Malligere Shivanna, Jiun-In Guo
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-04-01
Serier:Drones
Fag:
directional attention
lightweight detection
maritime UAV
spatial reconstruction
tiny object detection
YOLO architecture
Online adgang:https://www.mdpi.com/2504-446X/10/4/283
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