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Can anyone recommend a good book/website about OpenCV that: - is for a total noob in the field of computer vision/image recognition/... - explains all (or mos

by akavel 10y ago

Can anyone recommend a good book/website about OpenCV that: - is for a total noob in the field of computer vision/image recognition/... - explains all (or most of) the algorithms etc. in OpenCV (they often have weird names, telling nothing to a noob) - explains and explores inner workings (mechanism) of each algorithm, as well as their parameters, ideally with explanatory illustrations - has code examples and example use cases (also illustrated)?

ssalenik 10y ago
If I'm not mistaken, the algorithms (and their names) usually come directly from the literature. ie: to understand them, you could read books on AI / computer vision, or look up the research papers from which the algorithm comes from.
pavlov 10y ago
For a total noob, the amount of APIs in OpenCV is completely overwhelming. Studying them all is like trying to read through the entire Windows API: you'll definitely learn something, but the amount of detail will obscure the high-level specifics of how you might actually build something using these blocks. I would suggest picking a project that seems simple enough, and trying to build that in your favorite language that has good OpenCV bindings available. For motivation, you might want to try something that operates on live video. It's really fun to see your work come to life when you wave your hand in front of the webcam. Many of the older algorithms in OpenCV are highly optimized and will run amazingly fast on modern hardware, so that would also nudge your project towards learning the older essential methods. (Sorry that I don't have any more specific recommendations on books!)
bluetooth 10y ago
I've found the official documentation (docs.opencv.org) to be one of the best sources online. It goes into mathematics/theory often but presents the info in a way that you don't need it to get stuff done. I would also check out pyimagesearch.com. There's a ton of really cool projects and tutorials (mostly in python but the c++/python api are near 1:1)
Omnipresent 10y ago
pyimagesearch.com
lovelearning 10y ago
I'd suggest one of the 'Learning OpenCV' editions for that. They (or atleast the first edition which is 8 or 9 years old now) cover a lot of OpenCV algorithms and more importantly, the underlying intuition/math. It's the kind of book you need to make time for and study, but will make you feel good when you do :D. There's a 3rd edition [1] now, which I haven't read but has one of the original authors as a co-author and the TOC seems as comprehensive as the 1st edition. If you develop a taste for CV theory and math, then I suggest Richard Szeliski's [2] book. It's very readable. Neither book covers any of the latest deep learning stuff. You have to look elsewhere for that. [1] http://shop.oreilly.com/product/0636920044765.do http://shop.oreilly.com/product/0636920044765.do [2] http://szeliski.org/Book/ http://szeliski.org/Book/
utkarshsinha 10y ago
Have you looked at http://aishack.in/ http://aishack.in/
cpcat 10y ago
http://www.learnopencv.com http://www.learnopencv.com is for noobs and explores the inner workings. It is growing so doesn't cover everything yet.
Xunxi 10y ago
If you're willing to expend funds for a good hands-on tutorial that takes you from the cradle to the crown I'd recommend http://www.pyimagesearch.com/ http://www.pyimagesearch.com/ The 21 day crash course should fat you up to speed. Good luck

by akavel 10y ago

ssalenik 10y ago

If I'm not mistaken, the algorithms (and their names) usually come directly from the literature. ie: to understand them, you could read books on AI / computer vision, or look up the research papers from which the algorithm comes from.

pavlov 10y ago

For a total noob, the amount of APIs in OpenCV is completely overwhelming. Studying them all is like trying to read through the entire Windows API: you'll definitely learn something, but the amount of detail will obscure the high-level specifics of how you might actually build something using these blocks. I would suggest picking a project that seems simple enough, and trying to build that in your favorite language that has good OpenCV bindings available. For motivation, you might want to try something that operates on live video. It's really fun to see your work come to life when you wave your hand in front of the webcam. Many of the older algorithms in OpenCV are highly optimized and will run amazingly fast on modern hardware, so that would also nudge your project towards learning the older essential methods. (Sorry that I don't have any more specific recommendations on books!)

bluetooth 10y ago

I've found the official documentation (docs.opencv.org) to be one of the best sources online. It goes into mathematics/theory often but presents the info in a way that you don't need it to get stuff done. I would also check out pyimagesearch.com. There's a ton of really cool projects and tutorials (mostly in python but the c++/python api are near 1:1)

Omnipresent 10y ago

pyimagesearch.com

lovelearning 10y ago

I'd suggest one of the 'Learning OpenCV' editions for that. They (or atleast the first edition which is 8 or 9 years old now) cover a lot of OpenCV algorithms and more importantly, the underlying intuition/math. It's the kind of book you need to make time for and study, but will make you feel good when you do :D. There's a 3rd edition [1] now, which I haven't read but has one of the original authors as a co-author and the TOC seems as comprehensive as the 1st edition. If you develop a taste for CV theory and math, then I suggest Richard Szeliski's [2] book. It's very readable. Neither book covers any of the latest deep learning stuff. You have to look elsewhere for that. [1] http://shop.oreilly.com/product/0636920044765.do http://shop.oreilly.com/product/0636920044765.do [2] http://szeliski.org/Book/ http://szeliski.org/Book/

utkarshsinha 10y ago

Have you looked at http://aishack.in/ http://aishack.in/

cpcat 10y ago

http://www.learnopencv.com http://www.learnopencv.com is for noobs and explores the inner workings. It is growing so doesn't cover everything yet.

Xunxi 10y ago

If you're willing to expend funds for a good hands-on tutorial that takes you from the cradle to the crown I'd recommend http://www.pyimagesearch.com/ http://www.pyimagesearch.com/ The 21 day crash course should fat you up to speed. Good luck