物体计数--Learning To Count Objects in Images
来源:互联网 发布:巡音露卡的事件簿知乎 编辑:程序博客网 时间:2024/05/17 23:30
Learning To Count Objects in Images
NIPS 2010
http://www.robots.ox.ac.uk/~vgg/research/counting/
Matlab code: http://www.robots.ox.ac.uk/~vgg/research/counting/index_org.html
本文是第一个提出用密度图来计数的文献。虽然没有用深度学习,但是为后面的研究指明了方向。
Visual Geometry Group University of Oxford 还是很厉害的。
计数示意图:
2 The Framework
2.1 Learning to Count
这里首先介绍了怎么把人工标记的 dot 变为密度图,这里提出使用 normalized 2D Gaussian kernel
2.2 The MESA distance
这里定义了一个距离函数,用于度量估计的密度图和真值密度图之间的差异性,相当于后来的损失函数
measures the mismatch between the ground truth and the estimated densities (the loss) and has a significant impact on the performance of the entire learning framework
2.3 Optimization
误差函数的优化变为一个 a convex quadratic program
3 Experiments
cell counting
people counting
- 物体计数--Learning To Count Objects in Images
- Learning to Count Objects in Images
- count the number of objects--物体计数
- READING NOTE: Learning to Segment Moving Objects in Videos
- [CVPR2015]Learning to propose objects
- CRAFT Objects From Images
- CRAFT Objects from Images
- USING DEEP LEARNING FOR ANOMALY DETECTION IN RADIOLOGICAL IMAGES
- 自己动手重新实现LINQ to Objects: 7 - Count和LongCount
- An Introduction to Business Objects in C#
- Thinking in JAVA 3 - (Introduction to Objects:)
- Script to compile invalid objects in DB
- introduction to mock objects in ruby
- MIT deep-learning system autonomously learns to identify objects
- Interactive Graph Cuts for Optimal Boundary and Region Segmentation of Objects in N-D ImageS
- 多阶段细化分割-iccv2017-A Stagewise Refinement Model for Detecting Salient Objects in Images
- Captioning Images with Diverse Objects
- How to Get All Product Images in products list page?
- 【技术】Unity:彻底取消prefab关联的技巧
- centos7源码编译安装LAMP
- centos7.0安装lamp方法
- Navicat导入Excel文件字段对应的问题
- 【教程】PDF组件Spire.PDF 教程:如何在C#,VB.NET中将HTML样式化文本插入PDF
- 物体计数--Learning To Count Objects in Images
- 【JAVA开发之架构专题】11. 线程池原理
- java如何将json数据格式化输出到控制台
- 五分钟学GIS | Spark Streaming
- 编程感悟
- 最大子序列、最长连续公共子串(连续)、最长公共子序列(动态规划)
- 欢迎使用CSDN-markdown编辑器
- LINTCODE——Sliding Window Unique Elements Sum
- 在Springboot上面使用通用Mapper和pageHelper