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FocusDet: an efficient object detector for small object
The object scale of a small object scene changes greatly, and the object is easily disturbed by a complex background. Generic object detectors do not...
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Knowledge Distillation via Hierarchical Matching for Small Object Detection
Knowledge distillation is often used for model compression and has achieved a great breakthrough in image classification, but there still remains...
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Small object detection in diverse application landscapes: a survey
The importance of object detection within computer vision, especially in the context of detecting small objects, has notably increased. This thorough...
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Geometric relation-based feature aggregation for 3D small object detection
Point cloud-based 3D small object detection is crucial for autonomous driving and smart ships. The current 3D object detection mainly relies on...
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SES-yolov5: small object graphics detection and visualization applications
Small object graphics detection plays a crucial role in various domains, including surveillance, urban management, and autonomous driving. However,...
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A review of small object detection based on deep learning
Small object detection is widely used in a variety of fields such as automatic driving, UAV-based object detection, and aerial image detection....
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Dynamic YOLO for small underwater object detection
The practical application of object detection inevitably encounters challenges posed by small objects. In underwater object detection, a crucial...
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Small Airborne Object Recognition with Image Processing for Feature Extraction
Drones are no longer being used for benevolent purposes. They are increasingly intruding in the vicinity of strategic national facilities, such as...
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I-YOLO: a novel single-stage framework for small object detection
Small object detection is a challenging task in computer vision. We claim that the huge performance gap between the small object detectors and normal...
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UR-YOLO: an urban road small object detection algorithm
The autonomous driving system heavily depends on perception algorithms to gather crucial information about the surrounding urban environment....
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Small object detection based on YOLOv8 in UAV perspective
Unmanned aerial vehicle (UAV) image object detection is a challenging task, primarily due to various factors such as multi-scale objects, a high...
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Post-secondary classroom teaching quality evaluation using small object detection model
The classroom video has a complex background and dense targets. This study utilizes small object detection technology to analyze and evaluate...
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Position information encoding FPN for small object detection in aerial images
Small object detection in aerial images is a challenge in remote sensing. Recently, convolutional neural networks (CNNs) have succeeded by learning...
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An improved YOLOv8 algorithm for small object detection in autonomous driving
In the task of visual object detection for autonomous driving, several challenges arise, such as detecting densely clustered targets, dealing with...
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Small Object Detection in UAV Images Based on YOLOv8n
With the rapid development of unmanned aerial vehicle (UAV) technology, there is an urgent need for high-performance aerial object detection...
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Boundary-aware small object detection with attention and interaction
Object detection is a critical technology for the intelligent analytical processing of images captured by drones. The objects usually come in various...
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Image augmentation approaches for small and tiny object detection in aerial images: a review
The task of detecting small and tiny objects has not shown significant performance improvement compared to detecting medium and large objects, even...
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Yolo-tla: An Efficient and Lightweight Small Object Detection Model based on YOLOv5
Object detection, a crucial aspect of computer vision, has seen significant advancements in accuracy and robustness. Despite these advancements,...
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Enhanced and lightweight design of small object detector based on YOLOv5s model
Owing to the challenges of dense target distribution and complex backgrounds in small detection targets, existing small object detection algorithms...
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Small object detection model for UAV aerial image based on YOLOv7
Unmanned Aerial Vehicle (UAV) aerial image target detection mainly faces the problems of small targets and target occlusion. In order to improve...
