Hard Negative Mning】的更多相关文章

对于hard negative mining的解释,引用一波知乎: 链接:https://www.zhihu.com/question/46292829/answer/235112564来源:知乎 先要理解什么是hard negative R-CNN关于hard negative mining的部分引用了两篇论文: [17] P. Felzenszwalb, R. Girshick, D. McAllester, and D. Ramanan. Object detection with dis…
作者 | 文永亮 学校 | 哈尔滨工业大学(深圳) 研究方向 | 目标检测.GAN 推荐理由 ​ 这是一篇发表于CVPR2019的paper,是浙江大学和香港中文大学的工作,这篇文章十分有趣,网友戏称:"无痛涨点,实现简单,良心paper.",在我看来确实是这样的,没有太大的改造结构,不需增加计算成本的条件下,居然能涨两个点mAP.除了本文解读的Libra R-CNN(天秤座 RCNN)[1],我还记得陈恺他们港中文的实验室今年还中了一篇CVPR2019是<Region Prop…
W3C规范在介绍margin时有这样一句话: Negative values for margin properties are allowed, but there may be implementation-specific limits. 于是,聪明的开发者们就发现了很多负边距的巧妙用法. 比如,他可以增加一个不定宽块框的宽度,他可以让一个框向上移动去覆盖另一个框,他可以让文字移动去覆盖文字,也可以让浮动框移动去覆盖另一个浮动框. 利用这些特点,我们可以实现圣杯布局和双飞翼布局.等高布局.…
the algorithm of three version below is essentially the same, namely, Kadane's algorithm, which is of O(n) complexity. https://en.wikipedia.org/wiki/Maximum_subarray_problem the evolution of the implementations is to remove redundancy and do what is…
PDF version PMF Suppose there is a sequence of independent Bernoulli trials, each trial having two potential outcomes called "success" and "failure". In each trial the probability of success is $p$ and of failure is $(1-p)$. We are obs…
Softmax function Softmax 函数 \(y=[y_1,\cdots,y_m]\) 定义如下: \[y_i=\frac{exp(z_i)}{\sum\limits_{j=1}^m{exp(z_j)}}, i=1,2,\cdots,m\] 它具有很好的求导性质: \[\frac{\partial y_i}{\partial z_i}=y_i* (1-y_i)\] 其中,\(y\)的每一个维度 \(y_i\) 表明,属于第 \(i\) 类的概率.求导过程,请参考:Softmax v…
Given an array with positive and negative integers. Re-range it to interleaving with positive and negative integers. Note: You are not necessary to keep the original order of positive integers or negative integers. Example Given [-1, -2, -3, 4, 5, 6]…
episode2 //it is very interesting,an excellect teacher,  I love it 1,why negative is indicated the way it is indicated 2,how float  is indicated 3,type conversion of negative integer type 4,type conversion between  float  and intergral type ----types…
Negative and Positive (NP) Time Limit: 3000/1500 MS (Java/Others)    Memory Limit: 65536/65536 K (Java/Others)Total Submission(s): 2177    Accepted Submission(s): 556 Problem Description When given an array (a0,a1,a2,⋯an−1) and an integer K, you are…
Given an array with positive and negative integers. Re-range it to interleaving with positive and negative integers. Example Given [-1, -2, -3, 4, 5, 6], after re-range, it will be[-1, 5, -2, 4, -3, 6] or any other reasonable answer. Note You are not…
做柔性体仿真,从ANSYS导入模态中性文件时有这个报错. Negative pivot encountered. This is  likely caused by insufficient displacement constraints or improper master dof selection to avoid rigid body motion of the superelement region currently selected. 还有一个 superelement file…
题目连接 http://acm.hdu.edu.cn/showproblem.php?pid=5183 Negative and Positive (NP) Description When given an array $\left( {{a_0},{a_1},{a_2}, \cdots {a_{n - 1}}} \right)$ and an integer $K$, you are expected to judge whether there is a pair $(i,j)\ (0 \…
Find out the maximum sub-array of non negative numbers from an array.The sub-array should be continuous. That is, a sub-array created by choosing the second and fourth element and skipping the third element is invalid. Maximum sub-array is defined in…
今天在写一个简单的内核测试模块的时候出现了一个挺奇怪的问题,网上查了一下也没人解决,自己试了好久终于解决了,所以分享出来供大家参考,先贴出源码: /********************************************** *文 件 名:hello.c *文件描述:给模块传参 *创 建 人:Wang.J,2013.10.26 *版 本 号:0.1 *修改记录: **********************************************/ #include <l…
Return Negative In this simple assignment you are given a number and have to make it negative. But maybe the number is already negative? Example: Kata.MakeNegative(1); // return -1 Kata.MakeNegative(-5); // return -5 Kata.MakeNegative(0); // return 0…
1294 - Positive Negative Sign   PDF (English) Statistics Forum Time Limit: 2 second(s) Memory Limit: 32 MB Given two integers: n and m and n is divisible by 2m, you have to write down the first n natural numbers in the following form. At first take f…
1294 - Positive Negative Sign   PDF (English) Statistics Forum Time Limit: 2 second(s) Memory Limit: 32 MB Given two integers: n and m and n is divisible by 2m, you have to write down the first n natural numbers in the following form. At first take f…
  word2vec 是 Google 于 2013 年开源推出的一个用于获取 word vector 的工具包,它简单.高效,因此引起了非常多人的关注. 因为 word2vec 的作者 Tomas Mikolov 在两篇相关的论文 [3,4] 中并没有谈及太多算法细节,因而在一定程度上添加了这个工具包的神奇感.一些按捺不住的人于是选择了通过解剖源码的方式来一窥到底,出于好奇,我也成为了他们中的一员. 读完代码后,认为收获颇多,整理成文,给有须要的朋友參考. 相关链接 (一)文件夹和前言 (二)…
上篇博文提到,原始的CBOW / Skip-gram模型虽然去掉了NPLM中的隐藏层从而减少了耗时,但由于输出层仍然是softmax(),所以实际上依然“impractical”.所以接下来就介绍一下如何对训练过程进行加速. paper中提出了两种方法,一种是Hierarchical Softmax,另一种是Negative Sampling. 本文简述了以下内容: CBOW / Skip-gram模型的加速策略(一):Hierarchical Softmax CBOW / Skip-gram模…
word2vec原理(一) CBOW与Skip-Gram模型基础 word2vec原理(二) 基于Hierarchical Softmax的模型 word2vec原理(三) 基于Negative Sampling的模型 在上一篇中我们讲到了基于Hierarchical Softmax的word2vec模型,本文我们我们再来看看另一种求解word2vec模型的方法:Negative Sampling. 1. Hierarchical Softmax的缺点与改进 在讲基于Negative Sampl…
Example 1 : (Fetch clause must be greater than zero) USE AdventureWorks2012 GO SELECT * FROM [HumanResources].[vEmployee] ORDER BY [JobTitle] OFFSET 10 ROWS FETCH NEXT 0 ROWS ONLY --OUTPUT Msg 10744, Level 15, State 1, Line 4 The number of rows provi…
 Fast RCNN 中将与 groud truth 的 IoU 在 [0.1, 0.5) 之间标记为负例, [0, 0.1) 的 example 用于 hard negative mining. 在训练时一般输入为N=2张图片, 选择 128 个 RoI, 即每张图片 64 个 RoI. 每张图片, 按照1:3的比例来抽取的 RoI 的话, 要在负例中抽取 48 个, Fast RCNN 采用 random sampling 策略. hard negative example 首先我们看看…
转载自:http://blog.csdn.net/xueba207/article/details/51135423 问题描述 笔者使用spark streaming读取Kakfa中的数据,做进一步处理,用到了KafkaUtil的createDirectStream()方法:该方法不会自动保存topic partition的offset到zk,需要在代码中编写提交逻辑,此处介绍了保存offset的方法.  当删除已经使用过的kafka topic,然后新建同名topic,使用该方式时出现了"nu…
The zero-inflated negative binomial – Crack distribution: some properties and parameter estimation Zero-inflated models and estimation in zero-inflated Poisson distribution Count data and GLMs: choosing among Poisson, negative binomial, and zero-infl…
Notes on Noise Contrastive Estimation and Negative Sampling ## 生成负样本 在常见的关系抽取应用中,我们经常需要生成负样本来训练一个好的系统.如果没有负样本,系统会趋向于把所有的变量分类成正类.但是,在关系抽取中,并不容易找到足够的高质量的负样本(ground truth).这种情况下,我们通常需要使用distant supervision来生成负样本. 负样本的生成多少可看成是一种艺术.以下讨论了几种常用的方法,还有些方法没有列出.…
Do you ever feel like you're in over your head and at any moment you're going to burst? You're not alone. As humans, we overanalyze and dramatize. It's not to stop our negative thoughts from flooding thought, especially during hard times, but it's al…
http://www.vaikan.com/regular-expression-to-match-string-not-containing-a-word/ 经常我们会遇到想找出不包含某个字符串的文本,程序员最容易想到的是在正则表达式里使用, ^(hede) 来过滤”hede”字串,但这种写法是错误的. 我们可以这样写: [^hede] ,但这样的正则表达式完全是另外一个意思,它的意思是字符串里不能包含 ‘h’,‘e’,‘d’三个但字符.那什么样的正则表达式能过滤出不包含完整“hello”字串…
Interleaving Positive and Negative Numbers 原题链接 : http://lintcode.com/zh-cn/problem/interleaving-positive-and-negative-numbers/ Given an array with positive and negative integers. Re-range it to interleaving with positive and negative integers. 注意 Yo…
INFO: Font Metrics and the Use of Negative lfHeight  Print  Email   Article translations  Article ID: 32667 - View products that this article applies to. Retired KB Content Disclaimer This article was previously published under Q32667 Expand all | Co…
sklearn实战-乳腺癌细胞数据挖掘(博主亲自录制视频教程) https://study.163.com/course/introduction.htm?courseId=1005269003&utm_campaign=commission&utm_source=cp-400000000398149&utm_medium=share 医药统计项目联系:QQ :231469242 https://wenku.baidu.com/view/8d506a9cda38376baf1fae…