A comprehensive review of datasets and deep learning techniques for vision in Unmanned Surface Vehicles

L Trinh, S Mercelis, A Anwar - arxiv preprint arxiv:2412.01461, 2024 - arxiv.org
Unmanned Surface Vehicles (USVs) have emerged as a major platform in maritime
operations, capable of supporting a wide range of applications. USVs can help reduce labor …

Which model to transfer? a survey on transferability estimation

Y Ding, B Jiang, A Yu, A Zheng, J Liang - arxiv preprint arxiv:2402.15231, 2024 - arxiv.org
Transfer learning methods endeavor to leverage relevant knowledge from existing source
pre-trained models or datasets to solve downstream target tasks. With the increase in the …

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

PA Arjun, S Suryanarayan, RS Viswamanav… - Procedia Computer …, 2024 - Elsevier
Deep learning techniques have led to an increased use of Convolutional Neural Networks
(CNN) in recognizing images for marine surveys and classifying underwater objects …