具有动态稀疏注意力的YOLC用于可穿戴体育图像中的高速小目标检测
Hui Chen1, Ya Song2, Wenlong Liu3
1College of Education, Nanchang Vocationl University, Nanchang, 430000, Jiangxi, China.
Scientific reports
|February 1, 2026
概括
本研究介绍了YOLC,这是一种用于实时,高速小物体检测和可穿戴设备上的跟踪的轻量级框架. 它通过优化特征提取和注意力机制来实现强大的性能.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
- 嵌入式系统 嵌入式系统
背景情况:
- 可穿戴设备需要在资源限制下高效的对象检测和跟踪.
- 高速度,小目标检测对准确性和实时性能构成重大挑战.
研究的目的:
- 为可穿戴设备开发一个轻量级,集成的检测和跟踪框架.
- 为了提高高速小型目标的精度和实时性能.
主要方法:
- 利用了MobileNetV3骨干,具有深度可分离的卷积和跨阶段的部分连接,以实现高效的功能提取.
- 实施了一个动态的稀疏空间注意力机制,以将计算集中在相关区域.
- 引入了以注意力为导向的双向加权特征金字塔,以改进多个规模的小目标特征融合.
- 集成的协调注意力和轻量级的光学流量与可信度适应的ByteTrack,以提高跟踪稳定性.
主要成果:
- 获得了75.3%的平均平均精度 (mAP@0.5).
- 达到了一个小目标召回率82.4%±1.1%.
- 实现了每秒53.5 (FPS) 的推断处理速度.
结论:
- YOLC框架提供了一个强大的解决方案,用于在资源有限的环境中高速检测和跟踪小目标.
- 在可穿戴设备上的典型运动场景中,在检测准确度和跟踪稳定性方面取得了显著的改进.
相关概念视频
Speed of Sound in Gases
4.1K
The speed of sound in a gaseous medium depends on various factors. Since gases constitute molecules that are free to move, they are highly compressible. Hence, sound waves travel slowly through gases. Thermodynamics helps us understand the relationship between pressure, volume, and temperature of gases, thus, the speed of sound in an ideal gas can be determined using the laws of thermodynamics. At the same time, Newton's laws of motion and the continuity equation of fluid dynamics also come...
4.1K
Speed of a Transverse Wave
4.0K
The speed of a wave depends on the characteristics of the medium. For example, in the case of a guitar, the strings vibrate to produce the sound. The speed of the waves on the strings and the wavelength determine the frequency of the sound produced. The strings on a guitar have different thicknesses but may be made of similar material. They have different linear densities, and the linear density is defined as the mass per length.
One of the key properties of any wave is the wave speed. Light...
One of the key properties of any wave is the wave speed. Light...
4.0K
Distribution of Molecular Speeds
5.5K
The motion of molecules in a gas is random in magnitude and direction for individual molecules, but a gas of many molecules has a predictable distribution of molecular speeds. This predictable distribution of molecular speeds is known as the Maxwell-Boltzmann distribution. The distribution of molecular speeds in liquids is comparable to that of gases but not identical and can help to understand the phenomenon of the boiling and vapor pressure of a liquid. Consider that a molecule requires a...
5.5K
Attention-Deficit/Hyperactivity Disorder
986
Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by persistent inattention, hyperactivity, and impulsivity. It affects approximately 5-8% of children globally, with around 60-70% of cases persisting into adulthood. ADHD has significant implications for educational attainment, social interactions, and occupational success.
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
986
Dynamic Equilibrium
62.7K
A reversible chemical reaction represents a chemical process that proceeds in both forward (left to right) and reverse (right to left) directions. When the rates of the forward and reverse reactions are equal, the concentrations of the reactant and product species remain constant over time and the system is at equilibrium. A special double arrow is used to emphasize the reversible nature of the reaction. The relative concentrations of reactants and products in equilibrium systems vary greatly;...
62.7K
Drag Force and Terminal Speed
3.4K
An interesting force in everyday life is the force of drag on an object when it is moving in a fluid. Like friction, the drag force always opposes the motion of an object. Unlike simple friction, the drag force is proportional to some function of the velocity of the object in that fluid. This functionality is complicated and depends upon the shape of the object, its size, its velocity, and the fluid it is in. For most large objects, such as cyclists, cars, and baseballs, that are not moving too...
3.4K


