稳定-MambaNet:结构意识和模糊引导的车道检测与Mamba-Mamba
Xiaoyu Zhang1,2, Hongwei Huang1, Xiting Peng3,4
1School of Artificial Intelligence, Shenyang University of Technology, Shenyang, China.
Frontiers in artificial intelligence
|December 8, 2025
概括
本研究介绍了StaBle-MambaNet,这是一个用于强大的自动驾驶车道检测的新型网络. 它通过专注于当地区域,有效地处理模糊图像,在具有挑战性的条件下提高精度.
科学领域:
- 计算机视觉 计算机视觉
- 自主驾驶系统 自主驾驶系统
- 深度学习 (Deep Learning) 是一种深度学习.
背景情况:
- 自动驾驶感知系统因高速运动和复杂的照明而扎着模糊的图像,降低了车道检测的准确性和稳定性.
- 传统的两阶段方法 (增强然后识别) 是无效的,不能可靠地区分模糊和真正的车道消失.
研究的目的:
- 开发一种强大的车道检测方法,可以解决图像模糊问题,而不需要完全恢复图像.
- 在具有挑战性的自动驾驶场景中提高车道检测的准确性和稳定性.
主要方法:
- 拟议的跨框架稳定性意识模糊增强的Mamba网络 (StaBle-MambaNet) 识别模糊区域,并在当地评估车道结构.
- 采用结构意识恢复模块用于定向外推和模糊引导一致性推理模块用于稳定性评估.
- 使用轻量级的Mamba模型来处理增强的功能,捕捉动态变化并保持结构演变.
主要成果:
- 在公共数据集 (如CULane和CurveLanes) 上,StaBle-MambaNet的性能明显优于现有的方法.
- 在具有挑战性的条件下表现出卓越的性能,包括夜间,堵塞和曲的车道.
- 与当前的主流方法相比,实现了更高的检测精度和结构稳定性.
结论:
- 在模糊的自动驾驶图像中,StaBle-MambaNet为车道检测提供了更有效,更准确的解决方案.
- 拟议的方法提高了感知系统的稳定性,这对于安全的自主导航至关重要.
相关概念视频
01:19Root-Locus Method
A cruise control system in a car is designed to maintain a specified speed automatically by adjusting the gas pedal. The system continuously measures the vehicle's speed and makes fine adjustments to the pedal to achieve this goal. The root locus method is particularly useful for understanding how the cruise control system's behavior changes under varying conditions, such as when the car goes uphill, downhill, or faces strong wind resistance.
This system can be represented by a block diagram,...
This system can be represented by a block diagram,...
01:22Controller Configurations
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller aligns...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller aligns...
01:25Multimachine Stability
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by: