Research on Underwater Small Target Detection Technology Based on Single-Stage USSTD-YOLOv8n
Weiguo Yi,
Jinwei Yang,
Lingwei Yan
Abstract:Aiming at the problem of low visibility of underwater environment, which leads to the leakage of small target detection and low accuracy, this paper proposes an improved algorithm USSTD-YOLOv8n (Underwater small-size target detection YOLOv8n) based on YOLOv8n. First, CARAFE is adopted as anew up-sampling method to achieve more correct feature reconstruction under low underwater visibility. Second, Context Guided Block (CG block) is introduced to replace part of the convolutional structure, which makes USSTD-YO… Show more
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