A multi-scale small object detection algorithm SMA-YOLO for UAV remote sensing imagesRemote sensing imagesObject detectionMulti-branch auxiliaryFeature fusionDetecting small objects in complex remote sensing environments presents significant challenges, including insufficient extraction of local spatial information...
基于SSD的小目标检测:Small Object Detection Algorithm Based on Feature Pyramid-Enhanced Fusion SSD 目前没有公开代码。 开头前两节,现状和别人的工作。 核心就在于在SSD的基础上进行了特征融合,其他方面没有改进。 论文里把SSD结构画了一下,助于理解: 文中选择了几个特征融合,网络模型如下,图画的难看懂,原图:...
However, small object detection has always been a key and difficult problem in the field of object detection. Therefore, considering the balance between the effectiveness and efficiency of the small object detection algorithm, this study proposes an improved YOLOX detection algorithm (BGD-YOLOX) to...
To address the challenges, this paper proposes a new real-time small object detection (RSOD) algorithm based on YOLOv3, which improves the small object detection accuracy by (i) using feature maps of a shallower layer containing more fine-grained information for location prediction; (ii) fusing...
更多算法细节参考如下算法流程图 Algorithm of Feature Imitation Branch 最终模型的损失函数可以概括为L=LCRPN+Lcls+Lreg+α3LFI. Experiments Comparison with SOTA on SODA-D comparison with SOTA on SODA-A 一些超参的消融
et al. Correction: ODD-YOLOv8: an algorithm for small object detection in UAV imagery. J Supercomput 81, 384 (2025). https://doi.org/10.1007/s11227-024-06829-9 Download citation Published09 January 2025 DOIhttps://doi.org/10.1007/s11227-024-06829-9 Share this article Anyone you share ...
Small object detectionCot modulefeature fusionCotYOLO-v3 object detection algorithmDue to the influence of dense distribution of detection objects and complex ... Liguo Zhang,Lei Wang,Mei Jin,... - 《International Journal of Remote Sensing》 被引量: 0发表: 2022年 Chinese Bayberry Detection in ...
Considering that traditional object detection algorithms have low accuracy in handling PCB images with complex backgrounds, various types, and small-sized defects, this paper proposes a PCB defect detection algorithm based on a novel YOLOv5 multi-scale attention mechanism(EMA) spatial pyramid dilated ...
2.1. Small Object Detection Algorithm According to the definition of SPIE (Society of Photo-Optical Instrumentation Engineers), an object with an object area less than 80 pixels in the image (256 × 256) is a small object. Another method is that according to the definition of the COCO ...
ED-YOLO: an object detection algorithm for drone imagery focusing on edge information and small object features doi:10.1007/s00530-025-01783-9DroneSmall object detectionYOLOv5-nEdge information extractionDeformable convolutionIn drone-captured images, most of the objects to be detected are small. ...