轻量级的交通标志检测算法与噪声抑制和语义增强
Lingchao Wang1, Qiang Ai2,3, Haibo Jin4
1College of Information Engineering, Liaoning Institute of Science and Engineering, JinZhou, China.
PloS one
|January 21, 2026
概括
本研究介绍了LNSE-YOLO,这是一款轻量级的交通标志检测算法,专为边缘设备设计. 它通过抑制噪音和改进特征表示来增强小或变形标志的检测,以降低计算成本实现更高的准确性.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 交通信号检测算法的边缘计算部署面临着高计算开销的挑战.
- 现有的方法难以有效地检测小型或变形的交通标志.
研究的目的:
- 为边缘设备开发一种轻量级,高精度的交通信号检测算法.
- 改进小型和变形的交通标志的检测能力.
主要方法:
- 基于YOLOv11的拟议LNSE-YOLO算法,包含噪声抑制和语义增强 (NSSE) 模块.
- 集成边缘驱动功能增强网络 (ED-FEN) 和局部可变形注意 (LDA) 模块.
- 采用了用于模型轻量化的道修剪策略.
主要成果:
- 高精度NSE-YOLO模型在TT100K和CCTSDB数据集上分别提高了mAP@50的5.5和2.5个百分点.
- 轻量级的LNSE-YOLO模型保持了准确性,同时显著降低了参数.
- 实现了与基线YOLOv11n.相比的可比计算成本.
结论:
- 拟议的LNSE-YOLO算法有效地解决了边缘设备上现有的交通标志检测的局限性.
- 该方法证明了实际实用性,并显著提高了准确性和效率.
- LNSE-YOLO为现实世界的智能运输系统提供了可行的解决方案.
相关概念视频
Introduction to Membrane Traffic
9.3K
The ER, Golgi apparatus, endosomes, and lysosomes work in tandem to modify, sort, and package proteins and lipids. An integrated membrane trafficking network facilitates the back and forth shuttling of molecules within different organelles in the same cell or across the cell membrane.
The transport of soluble and membrane proteins is mediated by transport vesicles that collect cargo from one cellular compartment and deliver it to another by fusing with the target organelle membrane. The Rab...
The transport of soluble and membrane proteins is mediated by transport vesicles that collect cargo from one cellular compartment and deliver it to another by fusing with the target organelle membrane. The Rab...
9.3K
Signs of Puberty
1.5K
Puberty is a critical phase, typically beginning between the ages of 8 and 13 in girls and 9 and 14 in boys, though timing can vary based on genetics, environmental factors, and overall health. This period is characterized by the development of secondary sexual characteristics and the attainment of reproductive potential. Endocrine changes underpin puberty, with hormonal surges of Luteinizing Hormone (LH) and Follicle-Stimulating Hormone (FSH) instigated by Gonadotropin-Releasing Hormone (GnRH)...
1.5K
Introduction to the Sign Test
1.3K
The sign test is an important tool in nonparametric statistics, offering a straightforward yet effective method for analyzing matched pairs, nominal data, or hypotheses concerning the median of a population. It transforms data points into positive or negative signs, avoiding the need for assumptions about data distribution and instead focusing on the direction of change. It is particularly valuable when data does not conform to the normal distribution requirements of many parametric tests. For...
1.3K
Sign Convention
3.4K
When analyzing a beam subjected to various loads, it is crucial to understand the internal forces and moments generated within the structure. These internal forces can be broadly classified into normal forces, shear forces, and bending moments. To determine these forces and moments, we use the method of sections and apply a specific sign convention based on their direction and the side of the section being analyzed.
The normal force acts perpendicular to the beam's cross-section and can...
The normal force acts perpendicular to the beam's cross-section and can...
3.4K
Sign Test for Nominal Data
384
The sign test is a nonparametric method used to evaluate hypotheses about the median of a single sample or to compare the medians of two related samples. The sign test is particularly useful when dealing with nominal data, which includes distinct categories without an inherent order, such as names, labels, and preferences. Nominal data restricts statistical analysis to evaluating population proportions rather than mean or median values that require continuous data.
For example, consider a...
For example, consider a...
384
Introduction to Vital Signs
7.7K
Vital signs are physiological measurements that help key into the status of the body's essential functions. These include body temperature, pulse rate, respiratory rate, and blood pressure, commonly abbreviated as T, P, R, and BP. Some healthcare settings also consider oxygen saturation (SpO2) and, in specific contexts, pain and level of consciousness as additional vital signs.
Vital signs help healthcare professionals assess an individual's well-being and detect any functional changes...
Vital signs help healthcare professionals assess an individual's well-being and detect any functional changes...
7.7K


