Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects
2019-10-04 14:42:54
Paper：https://arxiv.org/pdf/1705.06368.pdf
Code（TensorFlow）：https://gitlab.com/danielgordon10/re3-tensorflow
Demo Video: https://www.youtube.com/watch?v=RByCiOLlxug&feature=youtu.be
Related Trackers: GOTURN [Blog]
This paper is developed based on deep regression network, the key idea is to utilize the LSTM network to memorize the history information (i.e. the tracking results). In addition, they also utilize multi-layer's features for better target representation. The overall pipeline can be found in following figure:
This tracker work well, but the training time need to take about one week (7 days), as it mentioned in this paper. It is because the original deep regression network is already hard to train, and the introduced LSTM further increased the difficulty. The efficiency is really fast, 150 FPS on a GPU.
The imporvement based on GOTURN is significant, according to their experiments, as shown in Fig. 4.
Although this tracker seems simple, but it really works well in some videos and fast enough for practical applications, such as uav, robotic.
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects的更多相关文章
- 论文笔记之：Learning Multi-Domain Convolutional Neural Networks for Visual Tracking
Learning Multi-Domain Convolutional Neural Networks for Visual Tracking CVPR 2016 本文提出了一种新的CNN 框架来处理 ...
- 论文笔记之：Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning
论文笔记之:Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning 2017-06-06 21: ...
- Paper Reading - Long-term Recurrent Convolutional Networks for Visual Recognition and Description ( CVPR 2015 )
Link of the Paper: https://arxiv.org/abs/1411.4389 Main Points: A novel Recurrent Convolutional Arch ...
- 论文阅读：MDNet: Learning Multi-Domain Convolutional Neural Networks for Visual Tracking
前言 CVPR2016 来自Korea的POSTECH这个团队 大部分算法(例如HCF, DeepLMCF)只是用在大量数据上训练好的(pretrain)的一些网络如VGG作为特征提取器,这些做法 ...
- Summary on Visual Tracking: Paper List, Benchmarks and Top Groups
Summary on Visual Tracking: Paper List, Benchmarks and Top Groups 2018-07-26 10:32:15 This blog is c ...
- （转）CVPR 2016 Visual Tracking Paper Review
CVPR 2016 Visual Tracking Paper Review 本文摘自:http://blog.csdn.net/ben_ben_niao/article/details/52072 ...
- 论文笔记之：Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object Tracking
Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object Tracking arXiv Paper ...
- 论文笔记：Learning regression and verification networks for long-term visual tracking
Learning regression and verification networks for long-term visual tracking 2019-02-18 22:12:25 Pape ...
- Attention and Augmented Recurrent Neural Networks
Attention and Augmented Recurrent Neural Networks CHRIS OLAHGoogle Brain SHAN CARTERGoogle Brain Sep ...
随机推荐
- 英语caement单词caement水泥
水泥石 又称净浆硬化体.是指 硬化后的水泥浆体,称为水泥石,在英语里是cement有时写作caement [1] ,是由胶凝体.未水化的水泥颗粒内核.毛细孔等组 成的非均质体. 中文名:水泥石 外 ...
- iOS 视图调用
init-初始化程序 viewDidLoad-加载视图 viewWillAppear-UIViewController对象的视图即将加入窗口时调用: viewDidApper-UIViewContro ...
- Hadoop运行环境搭建
Hadoop运行环境搭建 更改为阿里的Centos7的yum源 #下载wget yum -y install wget #echo 下载阿里云的yum源配置 Centos-7.repo wget - ...
- MySQL倒序索引测试2
测试环境 MySQL Community Server 8.0.17 准备测试数据 DROP TABLE TB001; CREATE TABLE TB001(ID INT PRIMARY KEY AU ...
- nohup-长期运行进程
我们经常会碰到这样的问题,用 telnet/ssh 登录了远程的 Linux 服务器,运行了一些耗时较长的任务, 结果却由于网络的不稳定导致任务中途失败. 解决办法: 当用户注销(logout)或者网 ...
- Miniconda安装 虚拟环境创建 与包管理
安装python 之前安装python包,导致了python里面的包不兼容,用管理工具卸载也下载不掉,重新安装也安装不上,没有办法只能卸掉python重装. 安装Anaconda Anaconda指的 ...
- 百度云人脸识别API人脸库管理
from urllib import request import base64 import requests import re import json import urllib impor ...
- pip换源-换成国内的源
PyPI使用国内源 通过几次 pip 的使用,对于默认的 pip 源的速度实在无法忍受,于是便搜集了一些国内的pip源,如下: 阿里云 http://mirrors.aliyun.com/pypi ...
- Go基本运行编译命令解释
go run命令: 直接执行命令源码文件:一定要声明自己是在main包下,要是只有一个工作区,相应的文件就会存在bin文件下 go build: 把文件夹下的命令源码文件编译成直接运行文件,但是不能有 ...
- scrum-master个人实践回顾总结
个人回顾总结 一.开课提出问题 第一次博客地址:https://www.cnblogs.com/Slow-Walker/p/11513179.html 二.问题回答 2.1问题1:针对单元测试 怎么保 ...