Research challenges, recent advances, and popular datasets in deep learning-based underwater marine object detection: A review
Underwater marine object detection, as one of the most fundamental techniques in the
community of marine science and engineering, has been shown to exhibit tremendous …
community of marine science and engineering, has been shown to exhibit tremendous …
Image enhancement guided object detection in visually degraded scenes
Object detection accuracy degrades seriously in visually degraded scenes. A natural
solution is to first enhance the degraded image and then perform object detection. However …
solution is to first enhance the degraded image and then perform object detection. However …
Lightweight target detection for the field flat jujube based on improved YOLOv5
S Li, S Zhang, J Xue, H Sun - Computers and Electronics in Agriculture, 2022 - Elsevier
The efficient detection of the flat jujube in a complex natural environment has great
significance in intelligent agricultural operations. Aiming at the problems of the low detection …
significance in intelligent agricultural operations. Aiming at the problems of the low detection …
Underwater small target detection under YOLOv8-LA model
S Qu, C Cui, J Duan, Y Lu, Z Pang - Scientific Reports, 2024 - nature.com
In the realm of marine environmental engineering, the swift and accurate detection of
underwater targets is of considerable significance. Recently, methods based on …
underwater targets is of considerable significance. Recently, methods based on …
YOLO and Faster R-CNN object detection for smart Industry 4.0 and Industry 5.0: applications, challenges, and opportunities
N Rane - Available at SSRN 4624206, 2023 - papers.ssrn.com
The rise of Industry 4.0 and the emerging paradigm of Industry 5.0 have driven
unprecedented technological progress in various fields. Central to this transformation are …
unprecedented technological progress in various fields. Central to this transformation are …
Deep learning-based visual detection of marine organisms: A survey
Most recently, deep learning-based visual detection has attracted rapidly increasing
attention paid to marine organisms, thereby expecting to significantly benefit ocean ecology …
attention paid to marine organisms, thereby expecting to significantly benefit ocean ecology …
An improved apple object detection method based on lightweight YOLOv4 in complex backgrounds
C Zhang, F Kang, Y Wang - Remote Sensing, 2022 - mdpi.com
Convolutional neural networks have recently experienced successful development in the
field of computer vision. In precision agriculture, apple picking robots use computer vision …
field of computer vision. In precision agriculture, apple picking robots use computer vision …
U-YOLOv7: a network for underwater organism detection
G Yu, R Cai, J Su, M Hou, R Deng - Ecological Informatics, 2023 - Elsevier
Detecting and monitoring underwater organisms is very important for sea aquaculture. The
human eye struggles to quickly distinguish between aquatic species due to their variety and …
human eye struggles to quickly distinguish between aquatic species due to their variety and …
FBDPN: CNN-Transformer hybrid feature boosting and differential pyramid network for underwater object detection
Despite advancements in underwater object detection (UOD) from optical underwater
images in recent years, the task still poses significant challenges due to the chaotic …
images in recent years, the task still poses significant challenges due to the chaotic …
Underwater-YCC: underwater target detection optimization algorithm based on YOLOv7
Underwater target detection using optical images is a challenging yet promising area that
has witnessed significant progress. However, fuzzy distortions and irregular light absorption …
has witnessed significant progress. However, fuzzy distortions and irregular light absorption …