Real-time object segmentation for visual object detection in dynamic scenes

机译：实时对象分割，用于动态场景中的视觉对象检测

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摘要

This paper presents a real-time object segmentation approach for visual object detection in dynamic scenes. This object segmentation approach is based on a novel general object feature which is defined subtly combining multiple low-level features and the uniqueness of the target object. Then the object segmentation approach is applied to detect vehicle and lane marking in dynamic scenes. Experiment results with test dataset extracted from real traffic scenes on highways and urban roads show that the approach proposed in this paper can achieve a high detection rate with an extreme low time cost.

机译：本文提出了一种用于动态场景中视觉对象检测的实时对象分割方法。该对象分割方法基于一种新颖的通用对象特征，该特征被巧妙地组合了多个低级特征和目标对象的唯一性而定义。然后将对象分割方法应用于动态场景中的车辆和车道标记检测。从高速公路和城市道路的真实交通场景中提取测试数据集的实验结果表明，本文提出的方法能够以极低的时间成本实现较高的检测率。

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《2011 International Conference of Soft Computing and Pattern Recognition》|2011年|p.423-428|共6页
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作者
Liu Xin; Dai Bin; He Hangen;
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正文语种
中图分类理论、方法;模式识别与装置;
关键词
computer vision; feature line section; lane detection; object segmentation; vehicle detection; visual object detecion;

机译：计算机视觉;特征线截面;车道检测;目标分割;车辆检测;视觉目标检测;

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1. A Robust Particle Filter-Based Method for Tracking Single Visual Object Through Complex Scenes Using Dynamical Object Shape and Appearance Similarity [J] . Zulfiqar Hasan Khan, Irene Yu-Hua Gu, Andrew G. Backhouse Journal of VLSI signal processing systems . 2011,第1期

机译：基于鲁棒粒子滤波的动态物体形状和外观相似度跟踪单个视觉物体通过复杂场景的方法
2. Indoor Scene Understanding with RGB-D Images: Bottom-up Segmentation, Object Detection and Semantic Segmentation [J] . Gupta Saurabh, Arbelaez Pablo, Girshick Ross, International Journal of Computer Vision . 2015,第2期

机译：使用RGB-D图像了解室内场景：自底向上分割，对象检测和语义分割
3. Enhanced codebook algorithm for fast moving object detection from dynamic background using scene visual perception [J] . Mousse Mikael A., Motamed Cina, Ezin Eugene C. Journal of electronic imaging . 2016,第6期

机译：使用场景视觉感知从动态背景快速检测运动物体的增强码本算法
4. Real-time object segmentation for visual object detection in dynamic scenes [C] . Liu Xin, Dai Bin, He Hangen International Conference of Soft Computing and Pattern Recognition . 2011

机译：动态场景中的视觉对象检测的实时对象分段
5. Towards Scene Understanding: Object Detection, Segmentation, and Contextual Reasoning. [D] . Mottaghi, Roozbeh. 2013

机译：走向场景理解：对象检测，分割和上下文推理。
6. You shall know an object by the company it keeps: An investigation of semantic representations derived from object co-occurrence in visual scenes [O] . Zahra Sadeghi, James L. McClelland, Paul Hoffman -1

机译：您应该知道它所拥有的公司所拥有的对象：对视觉场景中对象共现的语义表示的研究
7. Real-time and accurate segmentation of moving objects in dynamic scene [O] . Tao Yang, Quan Pan, Jing Li 2004

机译：动态场景中运动对象的实时，准确分割

Real-time object segmentation for visual object detection in dynamic scenes

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