Unveiling Underwater Structures: MobileNet vs. EfficientNet in Sonar Image Detection

• Published in: Procedia computer science Vol. 233; pp. 518 - 527
• Main Authors: Arjun, P A, Suryanarayan, S, Viswamanav, R S, Abhishek, S, Anjali, T
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 2024
• Subjects: Convolutional Neural Networks; EfficientNetV2; MobileNetV3; Side-Scan Sonar; Transfer Learning; EfficientNetV2; Transfer Learning; Convolutional Neural Networks; Side-Scan Sonar; MobileNetV3

Deep learning techniques have led to an increased use of Convolutional Neural Networks (CNN) in recognizing images for marine surveys and classifying underwater objects. Applying CNN for the automatic identification of targets in side-scan sonar (SSS) images can boost accuracy and efficiency. Using...