视频跟踪任务
一、目标追踪(Object Tracking)概述
1.为什么使用目标追踪(Object Tracking)
2.目标追踪介绍
定义
研究内容:
目标追踪算法分类
视觉目标跟踪问题以及面临的挑战
3.目标检测数据集
数据集与排行
评价指标
对于多目标跟踪,最主要的评价指标就是MOTA。
4.目标追踪的应用
二、FCNT
1.FCNT(Visual Tracking with Fully Convolutional Networks)介绍
FCNT架构
训练以及使用
效果对比
三、GOTURN
1.GOTURN介绍
背景
结构
算法细节
网络的训练过程
实验
论文总结
四、SiamFC
1.SiamFC介绍
架构
网络结构与训练过程
labels:
[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]
测试过程
算法特点
算法细节
实验
SiamFC的发展
2.SiamRPN
结构
训练
实验效果
总结
3.SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks (SiamRPN++)
架构