Deep Visual Waterline Detection for Inland Marine Unmanned Surface Vehicles

نویسندگان

چکیده

Waterline usually plays as an important visual cue for the autonomous navigation of marine unmanned surface vehicles (USVs) in specific waters. However, complexity inland waterline presents a significant challenge development highly efficient computer vision algorithms tailored detection complicated water environment that USVs face. This paper attempts to find solution guarantee effectiveness with general digital camera patrolling variable To this end, deep-learning-based paradigm USVs, named DeepWL, is proposed, which consists two cooperative deep models (termed WLdetectNet and WLgenerateNet, respectively). They afford continuous image-map estimation from single video stream captured on board. Experimental results demonstrate superiority proposed approach via qualitative quantitative assessment concerned performances. Moreover, due its own generality, has potential be applied tasks other areas such coastal

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Effective Waterline Detection of Unmanned Surface Vehicles Based on Optical Images

Real-time and accurate detection of the sailing or water area will help realize unmanned surface vehicle (USV) systems. Although there are some methods for using optical images in USV-oriented environmental modeling, both the robustness and precision of these published waterline detection methods are comparatively low for a real USV system moving in a complicated environment. This paper propose...

متن کامل

Special Issue on Unmanned Marine Vehicles

For many years there has been considerable interest by the scientific, offshore and naval sectors in the design and development of unmanned marine vehicles (UMVs) in order to perform a multitude of different tasks. Much advancement has been realized in this area, however, the need for advanced navigation, guidance and control (NGC) systems for UMVs continues to grow as these sectors now demand ...

متن کامل

Unmanned Marine Vehicles at CNR-ISSIA

This paper discusses the requirements, design and operational aspects of the Unmanned Marine Vehicles (UMVs), namely the Romeo Remotely Operated Vehicle (ROV) and the Charlie Unmanned Surface Vehicle (USV), developed at CNR-ISSIA, Genova, Italy for robotics research and scientific applications, pointing out the synergies between the development of underwater and surface unmanned vehicles.

متن کامل

Challenging the Marine Frontier with Unmanned Marine Vehicles

In recent years, as offshore resources, not only fishery resources, including oil, natural gas, rare metals, and other minerals attract increasing attention, national surveys have been underway in the vast seas that surround Japan. IHI applied own robot technologies to take another step forward in achieving autonomous unmanned maritime systems for conducting detailed surveys at a water depth of...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Applied sciences

سال: 2023

ISSN: ['2076-3417']

DOI: https://doi.org/10.3390/app13053164