Ship target detection method and device and readable storage medium

• Main Authors: BAI JUN, JIANG XIANGLI, LI LINGYA, XIA GUIHUA, ZOU SHAOPENG
• Format: Patent
• Language: Chinese; English
• Published: 23.07.2024
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; IMAGE DATA PROCESSING OR GENERATION, IN GENERAL; PHYSICS

The invention provides a ship target detection method and device and a readable storage medium, and relates to the technical field of target detection, and the ship target detection method comprises the steps: collecting ship data, and obtaining a ship data set; the method comprises the following steps: building an initial ship detection model under a YOLOv8 backbone network architecture based on a MobileViTv2 module, wherein the MobileViTv2 module comprises a local sliding window branch and a global sliding window branch; training the initial ship detection model to obtain a ship target detection model, and performing ship target detection based on the ship target detection model; wherein the local sliding window branch is used for extracting local features of the ship data set, the global sliding window branch is used for extracting global features of the ship data set, the local sliding window branch is an adaptive learning window branch, the local sliding window branch comprises an attention block, and pa