Introduction. Selim Aksoy. Bilkent University
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1 Introduction Selim Aksoy Department of Computer Engineering Bilkent University
2 What is computer vision? Analysis of digital images by a computer. Stockman and Shapiro: making useful decisions about real physical objects and scenes based on sensed images. Trucco and Verri: computing properties of the 3D world from one or more digital images. Ballard and Brown: construction of explicit, meaningful description of physical objects from images. Forsyth and Ponce: extracting descriptions of the world from pictures or sequences of pictures. CS 484, Spring , Selim Aksoy 2
3 Why study computer vision? Possibility of building intelligent machines is fascinating. Capability of understanding the visual world is a prerequisite for such machines. Much of the human brain is dedicated to vision. Humans solve many visual problems effortlessly, yet we have little understanding of visual cognition. CS 484, Spring , Selim Aksoy 3
4 Why study computer vision? An image is worth 1000 words. Images and videos are everywhere. Fast growing collections and many useful applications. Goals of vision research: Give machines the ability to understand scenes. Aid understanding and modeling of human vision. Automate visual operations. CS 484, Spring , Selim Aksoy 4
5 Applications Medical image analysis Security Biometrics Surveillance Tracking Target recognition Remote sensing Robotics Industrial inspection, quality control Document analysis Multimedia Assisted living Human-computer interfaces CS 484, Spring , Selim Aksoy 5
6 Medical image analysis CS 484, Spring , Selim Aksoy 6
7 Medical image analysis CS 484, Spring , Selim Aksoy 7
8 Medical image analysis CS 484, Spring , Selim Aksoy 8
9 Medical image analysis Cancer detection and grading CS 484, Spring , Selim Aksoy 9
10 Medical image analysis Slice of lung Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 10
11 Biometrics Adapted from Anil Jain, Michigan State CS 484, Spring , Selim Aksoy 11
12 Biometrics Adapted from Anil Jain, Michigan State CS 484, Spring , Selim Aksoy 12
13 Surveillance and tracking University of Central Florida, Computer Vision Lab CS 484, Spring , Selim Aksoy 13
14 Surveillance and tracking Adapted from Octavia Camps, Penn State CS 484, Spring , Selim Aksoy 14
15 Surveillance and tracking Adapted from Martial Hebert, CMU CS 484, Spring , Selim Aksoy 15
16 Surveillance and tracking Generating traffic patterns University of Central Florida, Computer Vision Lab CS 484, Spring , Selim Aksoy 16
17 Surveillance and tracking Tracking in UAV videos Adapted from Martial Hebert, CMU, and Masaharu Kobashi, U of Washington CS 484, Spring , Selim Aksoy 17
18 Vehicle and pedestrian protection Lane departure warning, collision warning, traffic sign recognition, pedestrian recognition, blind spot warning CS 484, Spring , Selim Aksoy 18
19 Forest fire monitoring system Early warning of forest fires Adapted from Enis Cetin, Bilkent University CS 484, Spring , Selim Aksoy 19
20 Land cover classification CS 484, Spring , Selim Aksoy 20
21 Object recognition CS 484, Spring , Selim Aksoy 21
22 Object recognition Recognition of buildings and building groups CS 484, Spring , Selim Aksoy 22
23 Object recognition Automatic mapping; agriculture CS 484, Spring , Selim Aksoy 23
24 Content-based retrieval Finding similar regions: airports CS 484, Spring , Selim Aksoy 24
25 Robotics Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 25
26 Robotics Adapted from Steven Seitz, U of Washington CS 484, Spring , Selim Aksoy 26
27 Autonomous navigation Michigan State University General Dynamics Robotics Systems CS 484, Spring , Selim Aksoy 27
28 Industrial automation Automatic fruit sorting Color Vision Systems CS 484, Spring , Selim Aksoy 28
29 Industrial automation Industrial robotics; bin picking CS 484, Spring , Selim Aksoy 29
30 Postal service automation General Dynamics Robotics Systems CS 484, Spring , Selim Aksoy 30
31 Document analysis Digit recognition, AT&T labs Adapted from Steven Seitz, U of Washington CS 484, Spring , Selim Aksoy 31
32 Document analysis Adapted from Shapiro and Stockman CS 484, Spring , Selim Aksoy 32
33 Document analysis Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 33
34 Sports video analysis Tennis review system CS 484, Spring , Selim Aksoy 34
35 Scene classification CS 484, Spring , Selim Aksoy 35
36 Organizing image archives Adapted from Pinar Duygulu, Bilkent University CS 484, Spring , Selim Aksoy 36
37 Photo tourism: exploring photo collections Building 3D scene models from individual photos Adapted from Steven Seitz, U of Washington CS 484, Spring , Selim Aksoy 37
38 Content-based retrieval CS 484, Spring , Selim Aksoy 38
39 Content-based retrieval CS 484, Spring , Selim Aksoy 39
40 Content-based retrieval Online shopping catalog search CS 484, Spring , Selim Aksoy 40
41 Face detection and recognition CS 484, Spring , Selim Aksoy 41
42 Object recognition Adapted from Rob Fergus, MIT CS 484, Spring , Selim Aksoy 42
43 3D scanning Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 43
44 3D reconstruction Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 44
45 3D reconstruction Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 45
46 Motion capture Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 46
47 Visual effects Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 47
48 Mozaic Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 48
49 Mozaic Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 49
50 Critical issues What information should be extracted? How can it be extracted? How should it be represented? How can it be used to aid analysis and understanding? CS 484, Spring , Selim Aksoy 50
51 Challenge What do you see in the picture? A hand holding a man A hand holding a shiny sphere An Escher drawing Adapted from Octavia Camps, Penn State CS 484, Spring , Selim Aksoy 51
52 Perception and grouping Subjective contours CS 484, Spring , Selim Aksoy 52
53 Perception and grouping Subjective contours Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 53
54 Perception and grouping Adapted from Gonzales and Woods CS 484, Spring , Selim Aksoy 54
55 Perception and grouping Adapted from Gonzales and Woods CS 484, Spring , Selim Aksoy 55
56
57 Perception and grouping Occlusion Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 57
58 Perception and grouping The shape of junctions constrains the possible interpretations of the scene. Ambiguous: paint and surface boundaries can be confused. Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 58
59 Challenges 1: view point variation Michelangelo Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 59
60 Challenges 2: illumination Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 60
61 Challenges 3: occlusion Magritte, 1957 Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 61
62 Challenges 4: scale Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 62
63 Challenges 5: deformation Xu, Beihong 1943 Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 63
64 Challenges 6: background clutter Klimt, 1913 Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 64
65 Challenges 7: intra-class variation Adapted from L. Fei-Fei, R. Fergus, A. Torralba CS 484, Spring , Selim Aksoy 65
66 Recognition How can different cues such as color, texture, shape, motion, etc., can be used for recognition? Which parts of image should be recognized together? How can objects be recognized without focusing on detail? How can objects with many free parameters be recognized? How do we structure very large model bases? CS 484, Spring , Selim Aksoy 66
67 Color Adapted from Martial Hebert, CMU CS 484, Spring , Selim Aksoy 67
68 Texture Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 68
69 Segmentation Original Images Color Regions Texture Regions Line Clusters Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 69
70 Segmentation Adapted from Jianbo Shi, U Penn CS 484, Spring , Selim Aksoy 70
71 Shape Recognized objects Model database Adapted from Enis Cetin, Bilkent University CS 484, Spring , Selim Aksoy 71
72 Motion Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 72
73 Recognition Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 73
74 Recognition Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 74
75 Recognition Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 75
76 Recognition Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 76
77 Recognition Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 77
78 Recognition CS 484, Spring , Selim Aksoy 78
79 Recognition Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 79
80 Detection Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 80
81 Detection Adapted from David Forsyth, UC Berkeley CS 484, Spring , Selim Aksoy 81
82 Detection Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 82
83 Parts and relations Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 83
84 Parts and relations Adapted from Michael Black, Brown University CS 484, Spring , Selim Aksoy 84
85 Context Adapted from Antonio Torralba, MIT CS 484, Spring , Selim Aksoy 85
86 Context Adapted from Antonio Torralba, MIT CS 484, Spring , Selim Aksoy 86
87 Context Adapted from Derek Hoiem, CMU CS 484, Spring , Selim Aksoy 87
88 Context Adapted from Derek Hoiem, CMU CS 484, Spring , Selim Aksoy 88
89 Stages of computer vision Low-level image image Mid-level image features / attributes Image analysis / image understanding High-level features making sense, recognition CS 484, Spring , Selim Aksoy 89
90 Low-level sharpening blurring Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 90
91 Low-level Canny original image Mid-level edge image ORT edge image data structure circular arcs and line segments Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 91
92 Mid-level K-means clustering (followed by connected component analysis) original color image regions of homogeneous color data structure Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 92
93 Low-level to high-level low-level edge image mid-level high-level consistent line clusters Adapted from Linda Shapiro, U of Washington CS 484, Spring , Selim Aksoy 93
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