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Deep learning-based detection from the perspective of small or tiny objects: A survey
K Tong, Y Wu - Image and Vision Computing, 2022 - Elsevier
Detecting small or tiny objects is always a difficult and challenging issue in computer vision.
In this paper, we provide a latest and comprehensive survey of deep learning-based …
In this paper, we provide a latest and comprehensive survey of deep learning-based …
Deep learning-based object detection in maritime unmanned aerial vehicle imagery: Review and experimental comparisons
With the advancement of maritime unmanned aerial vehicles (UAVs) and deep learning
technologies, the application of UAV-based object detection has become increasingly …
technologies, the application of UAV-based object detection has become increasingly …
A modified YOLOv8 detection network for UAV aerial image recognition
Y Li, Q Fan, H Huang, Z Han, Q Gu - Drones, 2023 - mdpi.com
UAV multitarget detection plays a pivotal role in civil and military fields. Although deep
learning methods provide a more effective solution to this task, changes in target size, shape …
learning methods provide a more effective solution to this task, changes in target size, shape …
Towards large-scale small object detection: Survey and benchmarks
With the rise of deep convolutional neural networks, object detection has achieved
prominent advances in past years. However, such prosperity could not camouflage the …
prominent advances in past years. However, such prosperity could not camouflage the …
TPH-YOLOv5: Improved YOLOv5 based on transformer prediction head for object detection on drone-captured scenarios
X Zhu, S Lyu, X Wang, Q Zhao - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Object detection on drone-captured scenarios is a recent popular task. As drones always
navigate in different altitudes, the object scale varies violently, which burdens the …
navigate in different altitudes, the object scale varies violently, which burdens the …
Attention-guided pyramid context networks for detecting infrared small target under complex background
Infrared small target detection techniques remain a challenging task due to the complex
background. To overcome this problem, by exploring context information, this research …
background. To overcome this problem, by exploring context information, this research …
Deep learning for unmanned aerial vehicle-based object detection and tracking: A survey
Owing to effective and flexible data acquisition, unmanned aerial vehicles (UAVs) have
recently become a hotspot across the fields of computer vision (CV) and remote sensing …
recently become a hotspot across the fields of computer vision (CV) and remote sensing …
[HTML][HTML] Improved yolov5: Efficient object detection using drone images under various conditions
HK Jung, GS Choi - Applied Sciences, 2022 - mdpi.com
With the recent development of drone technology, object detection technology is emerging,
and these technologies can also be applied to illegal immigrants, industrial and natural …
and these technologies can also be applied to illegal immigrants, industrial and natural …
[HTML][HTML] A full data augmentation pipeline for small object detection based on generative adversarial networks
Object detection accuracy on small objects, ie, objects under 32× 32 pixels, lags behind that
of large ones. To address this issue, innovative architectures have been designed and new …
of large ones. To address this issue, innovative architectures have been designed and new …
VisDrone-DET2019: The vision meets drone object detection in image challenge results
Recently, automatic visual data understanding from drone platforms becomes highly
demanding. To facilitate the study, the Vision Meets Drone Object Detection in Image …
demanding. To facilitate the study, the Vision Meets Drone Object Detection in Image …