Time: 2019-07-26
数学入门
图形处理入门
进阶
实用算法
一些经典的算法
- SIFT: classic descriptor for general-purpose vision
- HOG: well-known descriptor that is particularly good for human detection
- Viola-Jones: great face detector
- Shape Contexts
- Deformable Part Models
必读书单
入门级
Computer Vision : A Modern Approach By David A. Forsyth, Jean Ponce
Multiple View Geometry in Computer VisionBy Richard Hartley, Andrew Zisserman
进阶
优秀的TED讲座
Fei-Fei Li: How we’re teaching computers to understand pictures
Blaise Agüera y Arcas: How PhotoSynth can connect the world’s images
Chieko Asakawa: How new technology helps blind people explore the world
Jennifer Healey: If cars could talk, accidents might be avoidable
在线课程
入门级
- Udacity : Introduction to Computer Vision
- Stanford’s CS231n: Convolutional Neural Networks for Visual Recognition
- University of Central Florida — Prof. Mubarak Shah’s Video lectures
- Apply all your knowledge on concepts and algorithms gained from aforementioned resources to solve a few assignments and do a projecton your own.
进阶 — 深度学习方向
- Geoff Hinton’s Neural Net lectures on Coursera
- Stanford course: Deep Learning for Natural Language Processing
- Stanford course: Convolutional Neural Networks for Visual Recognition
讲座课程
- Deep Learning in Computer Vision (Prof. Sanja Fidler)
- Advanced Computer Vision (Prof. James Hays)
项目
a. Microsoft computer scientists and researchers are working to “solve” cancer
b. Project Tokyo — deliver AI-enabled prototypes that augment awareness of social, physical and textual environment for people who are blind or have vision impairments.
c. Teaching machines to predict the future
END.
参考
https://medium.com/readers-writers-digest/beginners-guide-to-computer-vision-23606224b720
