Link of the Paper: https://arxiv.org/pdf/1504.06692.pdf

Innovations:

  • The authors propose the Novel Visual Concept learning from Sentences ( NVCS ) task. In this task, methods need to learn novel concepts from sentence descriptions of a few images.
  • The authors propose a transposed weight sharing scheme, which not only improves performance on image captioning, but also makes the model more suitable for the novel concept learning task.
  • Three novel concept datasets are constructed for NVCS task.

Improvements:

  • The method proposed is based on m-RNN and the authors provide several inprovements.

General Points:

Paper Reading - Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of Images ( ICCV 2015 )的更多相关文章

  1. Paper Reading: Stereo DSO

    开篇第一篇就写一个paper reading吧,用markdown+vim写东西切换中英文挺麻烦的,有些就偷懒都用英文写了. Stereo DSO: Large-Scale Direct Sparse ...

  2. Paper Reading - Deep Captioning with Multimodal Recurrent Neural Networks ( m-RNN ) ( ICLR 2015 ) ★

    Link of the Paper: https://arxiv.org/pdf/1412.6632.pdf Main Points: The authors propose a multimodal ...

  3. Targeted Learning R Packages for Causal Inference and Machine Learning（转）

    Targeted learning methods build machine-learning-based estimators of parameters defined as features ...

  4. 【转载】 《Human-level concept learning through probabilistic program induction》阅读笔记

    原文地址: https://blog.csdn.net/ln1996/article/details/78459060 --------------------- 作者:lnn_csdn 来源:CSD ...

  5. Learning Conditioned Graph Structures for Interpretable Visual Question Answering

    Learning Conditioned Graph Structures for Interpretable Visual Question Answering 2019-05-29 00:29:4 ...

  6. 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 ...

  7. Deep Learning论文笔记之（八）Deep Learning最新综述

    Deep Learning论文笔记之(八)Deep Learning最新综述 zouxy09@qq.com http://blog.csdn.net/zouxy09 自己平时看了一些论文,但老感觉看完 ...

  8. [DEEP LEARNING An MIT Press book in preparation]Deep Learning for AI

    动人的DL我们有六个月的时间,积累了一定的经验,实验,也DL有了一些自己的想法和理解.曾经想扩大和加深DL相关方面的一些知识. 然后看到了一个MIT按有关的对出版物DL图书http://www.iro ...

  9. 【CV】ICCV2015_Unsupervised Visual Representation Learning by Context Prediction

    Unsupervised Visual Representation Learning by Context Prediction Note here: it's a learning note on ...

随机推荐

  1. iOS | NSProxy

    Objective-C作为一种动态消息型语言,其机制不同于Java ,C#等编译型语言. 它将数据类型的确定等工作推迟到了运行时期来执行,并且它调用方法的方式实质是像对象发送消息,根据selector ...

  2. php-预定义

    php预定义异常 Exception是所有异常的基类 属性 message:异常消息内容 code:异常代码 file:抛出异常的文件名 line:抛出异常在该文件的行号 ErrorException ...

  3. MySQL常用参数说明（持续更新）

      ##innodb correlate   innodb_flush_log_at_trx_commit value: 0,[1],2 effect: control the flush opera ...

  4. CentOS7.5二进制安装MySQL-5.6.40

    安装依赖 yum install -y gcc gcc-c++ automake autoconf yum -y install cmake bison-devel ncurses-devel lib ...

  5. Docker Nginx安装（centos7)

    docker search nginx docker pull nginx docker images nginx   mkdir -p /data/nginx/{conf.d,html,logs} ...

  6. JDBC中执行sql语句的 增 , 删 , 改 , 查 的方法

    executeQuery()  : 执行 SELECT 语句,它几乎是使用最多的 SQL 语句 executeUpdate() :   执行 INSERT.UPDATE 或 DELETE 语句以及 S ...

  7. 虚拟机下linux 系统网卡配置、固定IP地址

    1.进入该目录下修改内容 vi       /etc/sysconfig/network-scripts/  ifcfg-eth0 TYPE=Ethernet BOOTPROTO=static DEF ...

  8. openwrt利用openvpn两网互通

    目录 创建证书文件服务器端配置防火墙配置客户端配置uvs-001(远端PC)uvs-002(网关下属设备)测试连接 创建证书文件 安装证书工具 opkg openvpn-easy-rsa 创建证书 b ...

  9. STM32（9）——通用定时器作为输入捕捉

    通用定时器作为输入捕获的使用.我们将用 TIM5 的通道 1 (PA0)来做输入捕获,捕获 PA0 上高电平的脉宽(用 WK_UP 按键输入高电平),通过串口打印高电平脉宽时间 输入捕获简介 输入捕获 ...

  10. linux内核中的IS_ERR()、PTR_ERR()、ERR_PTR()

    IS_ERR宏定义在include/linux/err.h,如下所示: #define MAX_ERRNO 4095 //判断x是不是在(0xfffff000,0xffffffff)之间,注意这里用u ...