People Counting in Dense Crowd Images Using Sparse Head Detections

Mamoona Birkhez Shami; Salman Maqbool; Hasan Sajid; Yasar Ayaz; Sen-Ching Samson Cheung

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People Counting in Dense Crowd Images Using Sparse Head Detections

机译：使用稀疏头部检测在密集人群图像中计数的人数

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摘要

People counting in extremely dense crowds is a challenging problem due to severe occlusions, few pixels per head, cluttered environments, and skewed camera perspectives. In this paper, we present a novel algorithm for people counting in highly dense crowd

机译：由于严重的遮挡，人均像素少，环境混乱以及摄像机视角倾斜，在非常密集的人群中计数的人是一个具有挑战性的问题。在本文中，我们提出了一种用于在高密度人群中进行计数的新颖算法

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来源
《IEEE Transactions on Circuits and Systems for Video Technology》 |2019年第9期|2627-2636|共10页
作者
Mamoona Birkhez Shami; Salman Maqbool; Hasan Sajid; Yasar Ayaz; Sen-Ching Samson Cheung;
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作者单位

School of Mechanical and Manufacturing Engineering National University of Sciences and Technology Islamabad Pakistan;

School of Mecha;

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原文格式 PDF
正文语种 eng
中图分类
关键词
Head; Feature extraction; Training; Detectors; Support vector machines; Training data; Estimation;

机译：头;特征提取;训练;探测器;支持向量机;培训数据;估算值;

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专利

1. Crowd counting via scale-adaptive convolutional neural network in extremely dense crowd images [J] . Ran Yan, Shengrong Gong, Shan Zhong International Journal of Computer Applications in Technology . 2019,第4期

机译：人群通过尺度适应性卷积神经网络计数极度密集的人群图像
2. Counting of People in the Extremely Dense Crowd using Genetic Algorithm and Blobs Counting [J] . Muhammad Arif, Sultan Daud, Saleh Basalamah IAES International Journal of Artificial Intelligence . 2013,第2期

机译：使用遗传算法和斑点计数对极端密集人群中的人口进行计数
3. Counting people in the crowd using social media images for crowd management in city events [J] . Gong V. X., Daamen W., Bozzon A., Transportation . 2021,第6期

机译：在城市活动中使用社交媒体图像计算人群中的人群
4. Enhanced people counting system based head-shoulder detection in dense crowd scenario [C] . Mohammed Abul Hassan, Indratno Pardiansyah, Aamir Saeed Malik, International Conference on Intelligent and Advanced Systems . 2016

机译：在人群密集情况下基于增强型人员计数系统的头肩检测
5. People Counting Using an Overhead Fisheye Camera [D] . Li, Shengye. 2019

机译：人们使用顶上的鱼眼相机计数
6. Combining Sparse and Dense Features to Improve Multi-Modal Registration for Brain DTI Images [O] . Simona Moldovanu, Lenuta Pană Toporaș, Anjan Biswas, 2020

机译：结合稀疏和密集功能以改善脑DTI图像的多模态注册
7. Sparse people group and crowd detection using spatial point statistics in airborne images [O] . Abdullah H. Ozcan, Cem Unsalan, Peter Reinartz 2015

机译：稀疏的人群和人群使用空中图像中的空间点统计数据

People Counting in Dense Crowd Images Using Sparse Head Detections

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