Small Object Detection Based on Deep Learning for Remote Sensing: A Comprehensive Review

X Wang, A Wang, J Yi, Y Song, A Chehri - Remote Sensing, 2023 - mdpi.com
With the accelerated development of artificial intelligence, remote-sensing image
technologies have gained widespread attention in smart cities. In recent years, remote …

[HTML][HTML] Marine vision-based situational awareness using discriminative deep learning: A survey

D Qiao, G Liu, T Lv, W Li, J Zhang - Journal of Marine Science and …, 2021 - mdpi.com
The primary task of marine surveillance is to construct a perfect marine situational
awareness (MSA) system that serves to safeguard national maritime rights and interests and …

Detection of Camellia oleifera Fruit in Complex Scenes by Using YOLOv7 and Data Augmentation

D Wu, S Jiang, E Zhao, Y Liu, H Zhu, W Wang… - Applied sciences, 2022 - mdpi.com
Rapid and accurate detection of Camellia oleifera fruit is beneficial to improve the picking
efficiency. However, detection faces new challenges because of the complex field …

PCB-YOLO: An improved detection algorithm of PCB surface defects based on YOLOv5

J Tang, S Liu, D Zhao, L Tang, W Zou, B Zheng - Sustainability, 2023 - mdpi.com
To address the problems of low network accuracy, slow speed, and a large number of model
parameters in printed circuit board (PCB) defect detection, an improved detection algorithm …

Small-object detection for UAV-based images using a distance metric method

H Zhou, A Ma, Y Niu, Z Ma - Drones, 2022 - mdpi.com
Object detection is important in unmanned aerial vehicle (UAV) reconnaissance missions.
However, since a UAV flies at a high altitude to gain a large reconnaissance view, the …

Detection of standing dead trees after pine wilt disease outbreak with airborne remote sensing imagery by multi-scale spatial attention deep learning and Gaussian …

Z Han, W Hu, S Peng, H Lin, J Zhang, J Zhou, P Wang… - Remote Sensing, 2022 - mdpi.com
The continuous and extensive pinewood nematode disease has seriously threatened the
sustainable development of forestry in China. At present, many studies have used high …

GCL-YOLO: A GhostConv-based lightweight yolo network for UAV small object detection

J Cao, W Bao, H Shang, M Yuan, Q Cheng - Remote Sensing, 2023 - mdpi.com
Precise object detection for unmanned aerial vehicle (UAV) images is a prerequisite for
many UAV image applications. Compared with natural scene images, UAV images often …

Caa-yolo: Combined-attention-augmented yolo for infrared ocean ships detection

J Ye, Z Yuan, C Qian, X Li - Sensors, 2022 - mdpi.com
Infrared ocean ships detection still faces great challenges due to the low signal-to-noise
ratio and low spatial resolution resulting in a severe lack of texture details for small infrared …

Infrared image small-target detection based on improved FCOS and spatio-temporal features

S Yao, Q Zhu, T Zhang, W Cui, P Yan - Electronics, 2022 - mdpi.com
The research of infrared image small-target detection is of great significance to security
monitoring, satellite remote sensing, infrared early warning, and precision guidance …

PDAM–STPNNet: A small target detection approach for wildland fire smoke through remote sensing images

J Zhan, Y Hu, W Cai, G Zhou, L Li - Symmetry, 2021 - mdpi.com
The target detection of smoke through remote sensing images obtained by means of
unmanned aerial vehicles (UAVs) can be effective for monitoring early forest fires. However …