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Please check this page regularly
because the coverage and the schedule are subject to change based on
students' needs. Lecture materials are posted online every week:
Handout BOX folder |
Lectures |
PS
| Software |
Announcements
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Lecture Recordings
Missing-class form
| PS late-submission
form |
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Topics |
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Handouts |
Key Dates |
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1.1 |
8/25 M |
Introduction
Goal, Schedule, Assignments, and Grading |
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1.2 |
8/27 W |
1. DIGITAL IMAGES AND CAMERAS
1.1 Capturing
Digital Images
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Python, Miniconda, OpenCV sample codes
Coordinate Frames, Digital Camera,
Pinhole Camera Model, Perspective Projection Model, Lens Models, Distortion, Angle of View |
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8/30 F |
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2.1 |
9/1 M |
Labor Day
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No classes |
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2.2
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9/3 W |
(Cont'd)
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Image Brightness, Depth of Field, Grayscale Image, Sampling and Quantization, Radiometric
Response Function, Color Images |
PS1 |
PS1 Out |
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9/5 F |
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3.1 |
9/8 M |
>> Quiz 1 <<
1.2 Image Characteristics and Color
Space
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Image Characteristics, Contrast and
Sharpness, Human Vision, Color Specification Systems |
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Quiz 1 |
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3.2 |
9/10 W |
2. IMAGE PROCESSING
2.1
Pixel-to-Pixel Operations |
Tone Curve, Color Tone Curves, Combining
Multiple
Images |
PS2 |
PS2 Out |
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9/12 F |
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PS1_feedback and review |
PS1 Due |
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4.1
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9/15 M |
2.2 Area-to-Pixel Operations |
Spatial Filters, Filters for Smoothing,
Filters for Edge Detection |
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4.2 |
9/17 W |
<PS1 feedback and comments> |
Edge Detection, Sharpening,
Edge-Preserving Smoothing/Denoising |
PS3 |
PS3 Out |
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9/19 F |
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PS2_feedback and review |
PS2 Due |
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5.1 |
9/22 M |
>> Quiz 2 <<
2.5 Geometric Transformation |
Linear Transformation,
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Quiz 2 |
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5.2 |
9/24 W |
<PS2 feedback and comments> |
Homogenous/Affine/Projective
Transformation, Image Resampling and
Interpolation, Image Mosaicing |
PS4 |
Quiz 1
PS4 Out |
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9/26 F |
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PS3_feedback and review |
PS3 Due |
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6.1 |
9/29 M |
2.6 Binary Image Processing
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Binarization, Contour Tracing,
Closing/Opening/Labeling, |
Project
Executive
summary template |
Project Out |
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6.2 |
10/1 W |
<PS3 feedback and comments>
Sample
project topics |
Measuring Operations, Vectorization of
Line Drawings |
Sample project topics
PS5 |
PS5 Out |
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10/3 F |
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PS4_feedback and review |
PS4 Due |
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7.1 |
10/6 M |
>> Quiz 3 <<
Project team members
2.3 Filtering in Frequency Domain |
Fourier Transform, Frequency Filtering |
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Quiz 3 |
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7.2 |
10/8 W |
<PS4 feedback and comments> |
Lowpass/Highpass/Bandpass Filters |
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10/10 F |
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Fall break
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8.1 |
10/20 M |
3. FEATURE AND OBJECT RECOGNITION (Part I)
3.1 Detecting and Matching Patterns and Features |
Template Matching, Edge and
Histogram-based Matching, Corner Detection |
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8.2 |
10/22 W |
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SIFT, ORB, Matching Key Points, Hough
Transform |
PS6 |
PS6 Out |
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10/24 F |
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PS5 Due |
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9.1 |
10/27 M |
>>
Quiz 4 <<
4.
3D Shape Reconstruction and Video Processing
4.1 Camera Model and
Calibration |
Perspective Projection and Camera Parameters,
Camera Matrix, |
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Quiz 4 |
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9.2 |
10/29 W |
Elevator Pitch |
Epipolar Geometry, Camera
Calibration |
PS5_feedback and review |
Elevator Pitch Evaluation Due (10/30) |
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10/31 F |
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Project - Executive Summary Due
(11/1) |
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10.1 |
11/3 M |
4.2 Stereo Vision
<PS5 feedback and comments> |
Triangulation, Parallel Stereo, Stereo
Matching, Active Stereo |
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10.2 |
11/4 W |
4.3 Structure from Motion |
Structure from Motion (SfM), 3D
Reconstruction from Many Images |
PS7 |
PS7 Out |
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11/7 F |
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PS6_feedback and review |
PS6 Due |
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11.1 |
11/10 M |
>>
Quiz 5 <<
4.4 Video Processing
<PS6 feedback and comments> |
Moving Object Detection by Subtraction
Images, Optical Flow |
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Quiz 5 |
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11.2 |
11/12 W |
3. FEATURE AND OBJECT RECOGNITION(Part II)
3.2 Image
Segmentation, Clustering, and Classification |
Image Segmentation, Visual
Characteristics of Pixels, K-means Clustering, Mean Shift Clustering,
Object Classification, Nearest Neighbor Method |
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11/14 F |
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PS7 Due
Project - Interim Report (11/18) |
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12.1 |
11/17 M |
<PS7 feedback and comments>
3.3 Object Recognition by
Matching Appearances |
Appearance Learning, Dimensional
Reduction, Principal Component Analysis (PCA) |
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12.2 |
11/19 W |
3.4 Neural Networks for Object
Recognition |
Perceptron, Multi-Layer Perception (MLP),
Character Recognition, CNN, Computer Vision Applications |
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11/21 F |
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13.1 |
11/24 M |
>> Quiz 6 <<
5. ENGINEERING
APPLICATIONS |
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PS8a
PS8b |
Quiz 6
PS8 Out |
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13.2 |
11/26 W |
Thanksgiving |
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11/28 F |
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14.1 |
12/1 M |
Project
Presentation - Day 1 |
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Project - presentation Due (1 p.m. 12/1) |
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14.2 |
12/3 W |
Project
Presentation - Day 2 |
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12/5 F |
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Project final report Due (12/5) |
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15 |
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Final Exam Week |
No final exam for 24-678! |
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PS8 Due
(Due 12/14) |
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Other Topics |
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2.4 Image Recovery and Generation
2.7 Region Processing |
Noise Removal, Super Resolution, High
Dynamic Range Images, Guided Filters, Derivative-based Image Processing
Textures, Frequency Features with 2D Fourier Transform, Gabor Filter,
Statistical Features with Co-occurrence Matrix, Region Unification
Method, Segmentation with Pixel Features, Mean Shift Method, Edge-based
Segmentation, Snakes |
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