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My Computer Vision with Python talk given at Pycon Australia 2014
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Seeing with Python
Mark ReesCTO
Century Software
What is Computer Vision – 1980’s
Then it was called Machine Vision
"the automatic acquisition and analysis of images to obtain desired data for interpreting
a scene or controlling an activity" (Schaffer, 1984).
cnt dw $0000 src dw $0000 dst dw $0000 memcpy public ldab cnt+1 ;Set B = cnt.L beq check ;If cnt.L=0, goto check loop ldx src ;Set IX = src ldaa ix ;Load A from (src) inx ;Set src = src+1 stx src ldx dst ;Set IX = dst staa ix ;Store A to (dst) inx ;Set dst = dst+1 stx dst decb ;Decr B bne loop ;Repeat the loop stab cnt+1 ;Set cnt.L = 0 check tst cnt+0 ;If cnt.H=0, beq done ;Then quit dec cnt+0 ;Decr cnt.H decb ;Decr B bra loop ;Repeat the loop done rts ;Return
What is Computer Vision - 2014
“Computer vision is a field that includes methods for acquiring, processing, analyzing, and understanding images and, in general, high-dimensional data from the real world in order to produce numerical or symbolic information, e.g., in the forms of decisions. A theme in the development of this field has been to duplicate the abilities of human vision by electronically perceiving and understanding an image. This image understanding can be seen as the disentangling of symbolic information from image data using models constructed with the aid of geometry, physics, statistics, and learning theory. Computer vision has also been described as the enterprise of automating and integrating a wide range of processes and representations for vision perception.” (Wikipedia 2014 http://en.wikipedia.org/wiki/Computer_Vision)
What is Computer Vision - 2014
Computer Vision – My Reality
CV is a lot more than grabbing an image
CV
Object Illumination
ImageCapture
Sensors/Cameras
Digitisation/Conversion
ImageProcessing
AlgorithmDevelopment
Implementation
Display Control
Python Imaging Library
Pillow – The friendly PIL fork python 2.6+, 3.2+http://python-pillow.github.io/
PIL – The “original” PIL python 1.52+, 2.0+ last release 11/2009 http://effbot.org/downloads
Demo: PIL.ipynb
Scipy ndimage
N dimensional array image processing
http://docs.scipy.org/doc/scipy/reference/ndimage.html
Demo: Multi-demensional image processing.ipynb
mahotas
Another library of fast computer vision algorithms (all implemented in C++). Operates over numpy arrays.• Image loading & writing
(including formats like LSM or STK).• Image filtering (morphological, Gaussian, &c)• Feature computation (Haralick, LBPs, SURF, &c)• Most functions work in 3D (or even 4D, 5D, up to
32D).• Many other utility functionshttp://mahotas.readthedocs.org/
PCV
Code for Programming Computer Vision in Python book
https://github.com/jesolem/PCV
SimpleCV
SimpleCV is an open source framework for building computer vision applications. With it, you get access to several high-powered computer vision libraries such as OpenCV – without having to first learn about bit depths, file formats, color spaces, buffer management, eigenvalues, or matrix versus bitmap storage.
http://simplecv.org/
Demo: SimpleCV - The Basics.ipynb
Pygame dependency caused me some problemsNot all image manipulation worked in ipython. Simplecv shell is where all functionality works.
OpenCV Python Wrappers
Official python wrapper for OpenCV C/C++ librariesTwo namespaces cv & cv2. Use cv2, cv deprecatedBasis of SimpleCV and other python CV libraries
Demo: OpenCV - The Basics.ipynb
Demo: OpenCV Motion Detection.ipynb
Demo: OpenCV Face Detection.ipynb
Raspberry Pi CV
OpenCV available but USB cameras slowRpi camera faster, uses GPU, doesn’t work with OpenCVapt-get install python-picamera solves that.http://picamera.readthedocs.org/en/release-1.5/
Resources
http://www.packtpub.com/opencv-computer-vision-with-python/book
http://programmingcomputervision.com/There also is a Python CV module PCV
http://szeliski.org/Book/Computer Vision: Algorithms and Applications
Mark [email protected]
+Mark Rees@hexdump42
hex-dump.blogspot.comhttps://bitbucket.org/hexdump42/seeing-in-python-pycon-sg-2014
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