A novel finetuned YOLOv8 model for real-time underwater trash detection

C Gupta, NS Gill, P Gulia, S Yadav… - Journal of Real-Time …, 2024 - Springer
When recognizing underwater images, problems, including poor image quality and
complicated backdrops, are significant. The main problem of underwater images is the …

UTD-YOLO: underwater trash detection model based on improved YOLOv5

G Wu, Y Ge, Q Yang - Journal of Electronic Imaging, 2023 - spiedigitallibrary.org
Underwater trash detection faces many problems. For example, the resolution of underwater
trash datasets is generally low, and trash may show irregular shapes, sizes, and scales …

Marine debris detection model based on the improved YOLOv5

J Liu, Y Zhou - 2023 3rd International Conference on Neural …, 2023 - ieeexplore.ieee.org
With the increasing global marine pollution, the detection and treatment of marine debris is
particularly important. With the continuous development of machine learning, the object …

Design a Robust Real-Time Trash Detection System Using YOLOv5 Variants

SI Jalal, HA Ahmed, MH Ahmed - 2023 IEEE IAS Global …, 2023 - ieeexplore.ieee.org
The amount of garbage produced by individuals living the modern lifestyle is significantly
higher than in the past. To preserve the planet, it is necessary to recycle this garbage; one of …

Performance Evaluation of YOLO variants on Marine Trash Images: A Comparative Study of YOLOv5, YOLOv7, YOLOv8, and TinyYOLO

S Sawant, L D'souza, A Kulkarni… - … Conference (B-HTC), 2024 - ieeexplore.ieee.org
Despite the growing efforts to tackle the issue of marine pollution, the accurate and effective
detection of oceanic litter remains a chronic difficulty. The development of a reliable deep …

Automatic Marine Debris Inspection

YH Liao, JG Juang - Aerospace, 2023 - mdpi.com
Plastic trash can be found anywhere, around the marina, beaches, and coastal areas in
recent times. This study proposes a trash dataset called HAIDA and a trash detector that …

[PDF][PDF] Detection of underwater trash objectsusing deep learning algorithms

M Mathangi - 2023 - diva-portal.org
Background: Trash deposits in the aquatic or marine environments have a disastrous effect
on marine ecosystems and always pose a long-term environmental threat, which causes a …

Underwater trash detection algorithm based on improved YOLOv5s

CM Wu, YQ Sun, TJ Wang, YL Liu - Journal of Real-Time Image …, 2022 - Springer
Aiming at the problem of insufficient storage space and limited computing ability of
underwater mobile devices, an underwater garbage detection algorithm based on an …

Detection of river floating debris in uav images based on improved yolov5

J Huang, X Jiang, G Jin - 2022 International Joint Conference …, 2022 - ieeexplore.ieee.org
Rivers are an essential part of the aquatic environment. The accurate detection and timely
cleaning of river floating debris plays a vital role in the landscape and aquatic ecological …

The Object Detection of Underwater Garbage with an Improved YOLOv5 Algorithm

X Teng, Y Fei, K He, L Lu - … of the 2022 International Conference on …, 2022 - dl.acm.org
Litter deposition in aquatic environments has devastating effects on marine ecological
environment and poses a threat to a sustainable economy. Autonomous Underwater …