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SwinInsSeg: An Improved SOLOv2 Model Using the Swin Transformer and a Multi-Kernel Attention Module for Ship Instance Segmentation

Maritime surveillance is essential for ensuring security in the complex marine environment. The study presents SwinInsSeg, an instance segmentation model that combines the Swin transformer and a lightweight MKA module to segment ships accurately and efficiently in maritime surveillance. Current mode...

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Principais autores: Rabi Sharma, Muhammad Saqib, Chin-Teng Lin, Michael Blumenstein
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2025-01-01
Serier:Mathematics
Fag:
instance segmentation
maritime surveillance
convolutional neural network
transformers
attention
Online adgang:https://www.mdpi.com/2227-7390/13/1/165
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