Traffic sign detection is a challenging task for unmanned driving systems. In the traffic sign detection process, the object size and weather conditions vary widely, which will have a certain impact on the detection accuracy. In order to solve the proble
To this end, an improved YOLOv5 model: HIC-YOLOv5 is proposed to address the aforementioned problems. Firstly, an additional prediction head specific to small objects is added to provide a higher-resolution feature map for better prediction. Secondly, an involution block is adopted between the ...
In this paper, we propose YOLO-TLA, an advanced object detection model building on YOLOv5. We first introduce an additional detection layer for small objects in the neck network pyramid architecture, thereby producing a feature map of a larger scale to discern finer features of small objects. ...
[问题描述]在Win10下训练YOLOv5时报错: [WinError 1455] The paging file is too small for this operation to complete,如下图所示 The paging file is too small for this operation to complete [原因分析]YOLOv5的dataloader workers数量默认是8,当batch-size大而内存不够时,会发生上述错误。 [解决方案一,...
ultralytics / yolov5 Public Sponsor Notifications Fork 16.5k Star 51.4k New issue Implementation of : HIC-YOLOv5: Improved YOLOv5 for Small Object Detection #12264 Open aash1999 wants to merge 25 commits into ultralytics:master from aash1999:master +258 −2 Conversation 35 Commits ...
摘要:小目标检测一直是目标检测领域的一个具有挑战性的问题。 已经有一些工作提出了对该任务的改进,例如添加几个注意力块或改变特征融合网络的整体结构。 然而,这些模型的计算成本很大,这使得部署实时目标检测系统不可行,同时还有改进的空间。 为此,提出了一种改进的YOLOv5模型:HICYOLOv5来解决上述问题。首先,添加一个...
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 Convolution (SPD-Conv) (YOLOv5_ES) network improved YOLOv5s framework....
Search before asking I have searched the YOLOv5 issues and discussions and found no similar questions. Question Hello I'm trying to train a dataset with images of small beetles. after training I tried to detect a small beetle but got not...
This study aims to explore the performance improvements of different modified YOLOv5 models in small-object corrosion detection tasks, focusing on five IoU-based improved loss functions and their optimization effects on the YOLOv5 model. First, the study utilizes corrosion testing data from the ...
Search before asking I have searched the YOLOv5 issues and discussions and found no similar questions. Question Thank you for the great repository! I’m currently working on a driver smoking detection project. I have trained my model with...