[HTML][HTML] MarineYOLO: Innovative deep learning method for small target detection in underwater environments

L Liu, C Chu, C Chen, S Huang - Alexandria Engineering Journal, 2024 - Elsevier
In the realm of underwater object detection, conventional methodologies often encounter
challenges in accurately identifying and detecting small targets. These difficulties stem …

Underwater visual surveillance: A comprehensive survey

DK Rout, M Kapoor, BN Subudhi, V Thangaraj… - Ocean …, 2024 - Elsevier
The objective of this article is to provide a detailed review of the state-of-the-art underwater
surveillance process and the new trends of the same. Underwater surveillance has recently …

Occlusion aware underwater object tracking using hybrid adaptive deep SORT-YOLOv3 approach

A Mathias, S Dhanalakshmi, R Kumar - Multimedia Tools and Applications, 2022 - Springer
Underwater object tracking and recognition are challenging due to the distinctive
characteristics of underwater environments. The water medium exhibits diffraction and …

Underwater occlusion object recognition with fusion of significant environmental features

J Zhou, T Xu, W Guo, W Zhao… - Journal of Electronic …, 2022 - spiedigitallibrary.org
Complicated underwater environments, such as occlusion by foreign objects and dim light,
cause serious loss of underwater object features. This certainly increases the challenge of …

[PDF][PDF] Lightweight Surface Litter Detection Algorithm Based on Improved YOLOv5s.

Z Chen, C Huang, L Duan, B Tan - Computers, Materials & …, 2023 - cdn.techscience.cn
In response to the problem of the high cost and low efficiency of traditional water surface
litter cleanup through manpower, a lightweight water surface litter detection algorithm based …

[PDF][PDF] Underwater Terrain Image Stitching Based on Spatial Gradient Feature Block.

Z Wang, J Li, X Wang, X Niu - Computers, Materials & Continua, 2022 - cdn.techscience.cn
At present, underwater terrain images are all strip-shaped small fragment images
preprocessed by the side-scan sonar imaging system. However, the processed underwater …

Real-time marine target recognition method of underwater inspection robot based on computer vision

Q Yang, J Zhou, H Meng, D Gao - International Journal of …, 2023 - journals.sagepub.com
In the complex marine environment, target recognition is difficult, and the real-time detection
has a slow speed. In this article, a target recognition method combining underwater …

Tracking of underwater objects with occlusion awareness using an adaptive DEEP SORT and GMM approach

A Mathias, R Narayanamoorthi… - OCEANS 2022 …, 2022 - ieeexplore.ieee.org
The underwater ecosystems exhibit unique challenges for recognizing underwater objects
beneath the water. When light penetrates far into the water, it experiences diffraction and …

Marine Object Detection using YOLOv4 Adapted Convolutional Neural Network

MD Baig, HBU Haq - Decision Making Advances, 2024 - dma-journal.org
This research presents an innovative application of the YOLOv4 object detection model for
the identification and classification of marine objects within a dataset encompassing seven …

Smart Underwater Exploration: Integration of YOLOv8 and Blockchain for Object Surveillance and Detection

L Ezzeddini, T Frikha, J Ktari - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
This article explores a novel approach for underwater object detection by combining the
YOLOv8 (You Only Look Once version 8) model with the enhanced security of blockchain …