Hyperspectral Image Classification Using Similarity Measurements-Based Deep Recurrent Neural Networks
用RNN来做像素分类,输入是一系列相近的像素,长度人为指定为l,相近是利用像素相似度或是范围相似度得到的,计算个欧氏距离或是SAM。
数据是两个高光谱数据
1、Pavia University,Reflective Optics System Imaging Spectrometer (ROSIS) sensor得到,102个波段,1.3米空间分辨率,总大小610*340像素,9类地物
2、Salinas image,Airborne Visible/Infrared Imaging Spectrometer (AVIRIS),204个有效波段,3.7米空间分辨率,总大小512*217像素,16类地物
网络结构:

主要亮点在于像素点的选择吧,通过 Pixel Matching 和 Block Matching 来计算相似度距离,将距离按升序排列,选前n个距离最小的作为LSTM的输入,得到结果
参考文献:
42. Ienco, D.; Gaetano, R.; Dupaquier, C.; Maurel, P. Land cover classification via multitemporal spatial data by
deep recurrent neural networks. IEEE Geosci. Remote Sens. Lett. 2017, 14, 1685–1689. [CrossRef]
43. Sharma, A.; Liu, X.; Yang, X. Land cover classification from multi-temporal, multi-spectral remotely sensed
imagery using patch-based recurrent neural networks. Neural Netw. 2018, 105, 346–355. [CrossRef]
44. Mou, L.; Ghamisi, P.; Zhu, X.X. Deep recurrent neural networks for hyperspectral image classification.
IEEE Trans. Geosci. Remote Sens. 2017, 55, 3639–3655. [CrossRef]
45. Wu, H.; Prasad, S. Convolutional recurrent neural networks for hyperspectral data classification. Remote Sens.
2017, 9, 298. [CrossRef]
46. Shi, C.; Pun, C.M. Multi-scale hierarchical recurrent neural networks for hyperspectral image classification.
Neurocomputing 2018, 294, 82–93. [CrossRef]
47. Romera-Paredes, B.; Torr, P.H.S. Recurrent instance segmentation. In Proceedings of the
European Conference on Computer Vision, Amsterdam, The Netherlands, 8–16 October 2016; Springer:
Berlin/Heidelberg, Germany, 2016; pp. 312–329.
Hyperspectral Image Classification Using Similarity Measurements-Based Deep Recurrent Neural Networks的更多相关文章
- Personal Recommendation Using Deep Recurrent Neural Networks in NetEase读书笔记
一.文章综述 1.研究目的:实现网易考拉电商平台的商品高效实时个性化推荐.缩短用户与目标商品的距离,让用户点击最少的页面就可以得到想要的商品 2.研究背景:基于用户和基于物品的协同过滤(Collabo ...
- PP:Classification of Time-Series Images Using Deep Convolutional Neural Networks
The 10th international conference on machine vision; C类 Methodology: 非主流方法 2 stages: 1. convert time ...
- 论文翻译:2020_Acoustic Echo Cancellation Based on Recurrent Neural Network
论文地址:https://ieeexplore.ieee.org/abstract/document/9306224 基于RNN的回声消除 摘要 本文提出了一种基于深度学习的语音分离技术的回声消除方法 ...
- 《Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks》论文笔记
论文题目<Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Ne ...
- AlexNet论文翻译-ImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural Networks 深度卷积神经网络的ImageNet分类 Alex Krizhevsky ...
- 《ImageNet Classification with Deep Convolutional Neural Networks》 剖析
<ImageNet Classification with Deep Convolutional Neural Networks> 剖析 CNN 领域的经典之作, 作者训练了一个面向数量为 ...
- ImageNet Classification with Deep Convolutional Neural Networks(译文)转载
ImageNet Classification with Deep Convolutional Neural Networks Alex Krizhevsky, Ilya Sutskever, Geo ...
- 中文版 ImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural Networks 摘要 我们训练了一个大型深度卷积神经网络来将ImageNet LSVRC ...
- Image Scaling using Deep Convolutional Neural Networks
Image Scaling using Deep Convolutional Neural Networks This past summer I interned at Flipboard in P ...
随机推荐
- C#字符串基础
C#字符串基础 1. 字符串的两种创建形式 (1)String A=”cat”; (2)String B=new string{‘a’,4} .调用类方法,创建一个“aaaa”的字符串 (3) ...
- Redis笔记01——win10 64位系统安装Redis 3.2.100
前言 由于项目中需要用到Redis,所以先在自己的win10上安装来体验一下. 安装步骤 一.下载地址 Redis下载地址 我选择的是3.2.100 的 64位 zip版本 二.安装位置以及文件简介 ...
- 全网独发gensim中similarities.Similarity用法
index = similarities.MatrixSimilarity(lsi[corpus]) # 管网的原文翻译如下: 警告:similarities.MatrixSimilarity类仅仅适 ...
- 【开发笔记】- QQ消息轰炸
1.右键新建一个文本文件: 2.打开记事本将如下代码复制过去: On Error Resume Next Dim wsh,ye set wsh=createobject("wscript.s ...
- JavaScript之控制标签css
控制标签css标签.style.样式='样式具体的值'如果样式出现中横线,如border-radius,将中横线去掉,中横线后面的单词首字母大写,写成borderRadius如果原来就要该样式,表示修 ...
- Java 缓存实例
重复创建相同的对象没有太大的意义,反而加大了系统开销,某些情况下,可以缓存该类的实例,实现复用. 实现缓存实例:定义一个private static成员变量存储类的实例(多个可用数组)先检测上面的成员 ...
- php与mysql交互 面向过程
1.建立.关闭与MySQL服务器的连接 1)连接指定的mysql服务器 $mysqli_connect=@mysqli_connect($host, $user, $password,$databas ...
- PHP 将json的int类型转换为string类型 解决php bigint转科学计数法的问题
/** * 将json的int类型转换为string类型 * @param $str * @param int $minLength 最小的转换位数,即只有大于等于这个长度的数字才会被转换为字符串 * ...
- SQL必知必会实践--mysql
-- mysql安装 -- https://www.mysql.com/downloads/
- 搭建nginx做文件下载服务器
一.安装nginx yum install -y nginx 二.修改配置文件/etc/nginx/nginx.conf user nginx; worker_processes auto; erro ...