恢复模两可的界限:一个高效和坚固的框架,用于水下伪装物体检测.
Zihan Wei1, Yucheng Zheng1, Yaohua Shen1
1Automation College, Jiangsu University of Science and Technology, Zhenjiang 212100, China.
Sensors (Basel, Switzerland)
|February 13, 2026
概括
一个新的轻量级探测器CAR-YOLO通过解决边界模糊性来增强水下伪装物体检测. 它实现了最先进的性能,提高了效率.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 图像处理 图像处理
背景情况:
- 水下伪装物体检测 (UCOD) 面临的挑战是由于边界模糊性和光学退化.
- 生物模仿和水生环境掩盖了目标边缘,阻碍了检测准确度.
研究的目的:
- 开发一个轻量级的探测器,CAR-YOLO (伪装模糊性分辨率YOLO),以改进UCOD.
- 为了有效地解决边界模两可的问题,并在复杂的水下场景中增强对象检测.
主要方法:
- 提出了一个频域双路径机制 (FRM-DWT/EG-IWT) 用于高频边缘恢复.
- 引入了低级自适应融合 (LAF) 模块,以整合低频语义信息.
- 实施了不确定性校准头 (UCH),以使用预测一致性来完善监督.
主要成果:
- 在UCOD10K上,CAR-YOLO实现了27.1%的mAP50-95,超过了降低参数和GFLOP的SOTA方法.
- 在UWB-COT220上实现了30.7%的mAP50-95,比YOLOv11.11提高了7.7个点.
- 通过对UODD的跨领域实验,表现出强大的概括能力.
结论:
- CAR-YOLO有效地减轻了UCOD中的边界模糊性.
- 该模型实现了精度,稳定性和计算效率的卓越平衡.
相关概念视频
Restorative Care
2.4K
Restorative care is provided once a patient has been discharged from a healthcare facility and requires additional services. The additional services include home care, rehabilitation programs, and extended care. Restorative care centers help the patient regain their previous level of functioning or acquire a new level of functioning due to the incapacitating effects of a disease or a disability. It aims to assist patients in enhancing their quality of life by encouraging independence,...
2.4K
Areas Within Irregular Boundaries
388
Calculating areas within irregular boundaries, such as along rivers or curved roads, is crucial in various fields, including surveying, engineering, and environmental management. Surveyors often begin by creating a traverse, a connected series of straight lines approximating the area's boundary. The coordinates of each traverse point are essential for calculating the enclosed area. The double meridian distance formula is a widely used technique for this purpose. This method utilizes the...
388
Velocity of an Object
208
Understanding how an object moves along a path requires distinguishing between motion over a time span and motion at a precise moment. A useful example is a vehicle traveling along a straight and level path, where its position at any given time is known. The initial step in analyzing this motion is to measure how far the vehicle travels over a fixed time period. This measurement, called average velocity, is computed by dividing the total change in position by the duration over which the change...
208
Electrostatic Boundary Conditions
982
Consider an external electric field propagating through a homogeneous medium. When the electric field crosses the surface boundary of the medium, it undergoes a discontinuity. The electric field can be resolved into normal and tangential components. The amount by which the field changes at any boundary is given by the difference between the field components above and below the surface boundary.
The surface integral of an electric field is given by Gauss's law in integral form and is related to...
The surface integral of an electric field is given by Gauss's law in integral form and is related to...
982
Magnetostatic Boundary Conditions
1.7K
An electric field suffers a discontinuity at a surface charge. Similarly, a magnetic field is discontinuous at a surface current. The perpendicular component of a magnetic field is continuous across the interface of two magnetic mediums. In contrast, its parallel component, perpendicular to the current, is discontinuous by the amount equal to the product of the vacuum permeability and the surface current. Like the scalar potential in electrostatics, the vector potential is also continuous...
1.7K
Boundary Layer Characteristics
664
When a fluid encounters a solid surface, a boundary layer forms due to the interaction between the fluid's motion and the stationary surface. This phenomenon is characterized by a thin region adjacent to the surface where viscous forces dominate, influencing the fluid's velocity profile. The development of the boundary layer begins at the leading edge of the surface and evolves as the fluid moves downstream.As the fluid flows over the surface, friction between the fluid and the wall slows down...
664


