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The University of Ontario CS 4487/9587 Algorithms for Image Analysis n Web page: www.csd.uwo.ca/courses/CS4487a/ Announcements, assignments, code samples/libraries,

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Presentation on theme: "The University of Ontario CS 4487/9587 Algorithms for Image Analysis n Web page: www.csd.uwo.ca/courses/CS4487a/ Announcements, assignments, code samples/libraries,"— Presentation transcript:

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2 The University of Ontario CS 4487/9587 Algorithms for Image Analysis n Web page: www.csd.uwo.ca/courses/CS4487a/ Announcements, assignments, code samples/libraries, syllabus Lecture notes Useful links (e.g. papers, other lecture notes, code) n Text-book: Sonka, Hlavac, Boyle. Image Processing, Analysis, and Machine Vision. Thomson Learning; 3 edition (2007) Recommended texts: –Richard Szeliski (Microsoft Research). Computer Vision: Algorithms and Applications http://www.research.microsoft.com/~szeliski/Book –Kleinberg and Tardos. Algorithm Design, Addison Wesley, 2006 –Gonzalez and Woods. Digital Image Processing, Prentice Hall, 2002 –Stan Z. Li. Markov Random Field Modeling in Image Analysis, Springer, 2009 Extra reading (texts, journal/conference papers)

3 The University of Ontario CS 4487/9587 Algorithms for Image Analysis n Today Overview of Image Analysis Overview of Course Image Formation

4 The University of Ontario Slide from Steve Seitz Overview of Image Analysis modeling - shape - light - motion - optics - images animation rendering user-interfaces surface design Computer Graphics shape estimation motion estimation recognition 2D & 3D modeling modeling - shape - light - motion - optics - images Image Analysis (Computer Vision)

5 The University of Ontario CS 4487/9587 Overview of Image Analysis Segmentation in Medical Imaging : 2D segmentation (snakes)

6 The University of Ontario CS 4487/9587 Overview of Image Analysis Segmentation in Medical Imaging : 3D Model of a liver from Medical Data 2D model

7 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Segmentation in photo editing : livewire “Grab cuts”

8 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Object Recognition and tracking : pictorial structures tracking pictorial structures

9 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Object Recognition and tracking : Bottom-up tracker

10 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Motion and tracking in medical imaging : beating heart

11 The University of Ontario Slide by Aleosha Effros Algorithms for Image Analysis n Stereo Reconstruction from Photo Images Shape from two (or more) images Biological motivation knowncameraviewpoints

12 The University of Ontario CS 4487/9587 Algorithms for Image Analysis (state of the art) stereo depth map Ground truth

13 The University of Ontario CS 4487/9587 Algorithms for Image Analysis 3D model Vogiatis et al. CVPR’05 More then 2 images

14 The University of Ontario CS 4487/9587 Algorithms for Image Analysis images from a cheap consumer-grade digital camera Automatic 3D model reconstruction

15 The University of Ontario CS 4487/9587 Algorithms for Image Analysis 3D model multi-view reconstruction set up Furukawa&Ponce ECCV’06 (texture mapped)

16 The University of Ontario CS 4487/9587 Algorithms for Image Analysis 3D model multi-view reconstruction set up Furukawa&Ponce ECCV’06 (texture mapped)

17 The University of Ontario CS 4487/9587 Algorithms for Image Analysis a cloud of 3D points (e.g. from a laser scanner) 3D model : surface fitting :

18 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Debevec, Taylor, and Malik, SIGGRAPH 1996 3D Scene Reconstruction :

19 The University of Ontario CS 4487/9587 Algorithms for Image Analysis 3D model constructed form 12 images

20 The University of Ontario Synthetic View CS 4487/9587 Algorithms for Image Analysis

21 The University of Ontario CS 4487/9587 Algorithms for Image Analysis 3D Scene Reconstruction : From a single view!!! Courtesy Creminisi et al.

22 The University of Ontario Texture Synthesis : CS 4487/9587 Algorithms for Image Analysis

23 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Video Texture :

24 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Super-imposing R G B channels without exact alignment Digital scan of a slide with independent R G B acquisition of a scene (dated 1905) After proper registration

25 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Medical Image Fusion : MRI + CT

26 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Photo Image Morphing :

27 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Image Blending :

28 The University of Ontario CS 4487/9587 Algorithms for Image Analysis Image Blending :


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