快速人群密度估计--Multi-scale Convolutional Neural Networks for Crowd Counting

Multi-scale Convolutional Neural Networks for Crowd Counting

https://arxiv.org/abs/1702.02359

对于人群密度估计问题，由于图像中 scale variations problem，所以提出使用多个CNN来解决 Multi-column/network。使用多个CNN网络导致网络的参数数量增加，计算量增加，不利于在实际中应用部署。

这里我们采用文献【15】中的 naive Inception module 使用 multi-scale convolutional neural network (MSCNN) 来学习 scale-relevant density maps
极大的减少了网络的参数量！

2 Multi-scale CNN for Crowd Counting
Multi-scale convolutional neural network for crowd counting

网络包括三个模块：feature remapping, multi-scale feature extraction, and density map regression

Multi-scale blob with different kernel size

模型参数设置： The multi-scale CNN architecture

loss function

训练图像真值密度图根据人头标记的位置使用高斯核卷积得到。

实验结果：
ShanghaiTech dataset

UCF CC 50 dataset

快速人群密度估计--Multi-scale Convolutional Neural Networks for Crowd Counting相关推荐

《Multi-scale Convolutional Neural Networks for Crowd Counting》论文笔记
Multi-scale Convolutional Neural Networks for Crowd Counting 论文地址论文翻译 ABSTRACT 1. INTRODUCTION 2. M ...
人群密度估计--CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes CVPR2018 ...
人群分割--Fully Convolutional Neural Networks for Crowd Segmentation
Fully Convolutional Neural Networks for Crowd Segmentation https://arxiv.org/abs/1411.4464 这里设计了一个全卷 ...
人群计数--Switching Convolutional Neural Network for Crowd Counting
Switching Convolutional Neural Network for Crowd Counting CVPR2017 Code for SCNN is based on Lasagne ...
2017_Switching convolutional neural network for crowd counting
Switching convolutional neural network for crowd counting 说明概括一.Switch-CNN简介二.CrowdNet[2]和MCNN[3] ...
人群场景分析--Slicing Convolutional Neural Network for Crowd Video Understanding
Slicing Convolutional Neural Network for Crowd Video Understanding CVPR2016 http://www.ee.cuhk.edu.h ...
人群密度估计--Structured Inhomogeneous Density Map Learning for Crowd Counting
Structured Inhomogeneous Density Map Learning for Crowd Counting https://arxiv.org/abs/1801.06642 针对 ...
人群密度估计--Learning a perspective-embedded deconvolution network for crowd counting
Learning a perspective-embedded deconvolution network for crowd counting 没有找到代码本文在人群密度估计这个问题上的创新点: ...
人群计数：CSRNet-Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes
(鉴于有朋友提到模型去哪里下载的问题,这里多加一句) CSRNet 官方GitHub地址:https://github.com/leeyeehoo/CSRNet-pytorch 这里面包括代码和训练好 ...

快速人群密度估计--Multi-scale Convolutional Neural Networks for Crowd Counting

快速人群密度估计--Multi-scale Convolutional Neural Networks for Crowd Counting相关推荐

最新文章

热门文章