About this Course

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Learner Career Outcomes

25%

started a new career after completing these courses

15%

got a tangible career benefit from this course

14%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
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Approx. 21 hours to complete
English

Skills you will gain

Image ProcessingImage CompressionImage RestorationImage Segmentation

Learner Career Outcomes

25%

started a new career after completing these courses

15%

got a tangible career benefit from this course

14%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Approx. 21 hours to complete
English

Offered by

Placeholder

Duke University

Syllabus - What you will learn from this course

Content RatingThumbs Up97%(4,185 ratings)Info
Week
1

Week 1

2 hours to complete

Introduction to image and video processing

2 hours to complete
8 videos (Total 94 min), 1 reading, 1 quiz
8 videos
1 - What is image and video processing (part 1)10m
1 - What is image and video processing (part 2)10m
2 - Course logistics2m
3 - Images are everywhere - Duration 06:316m
4 - Human visual system - Duration 17:1017m
5 - Image formation - Sampling & Quantization - Duration 28:1728m
6 - Simple image operations - Duration 17:0517m
1 reading
Optional programming exercises10m
1 practice exercise
Quiz #130m
Week
2

Week 2

3 hours to complete

Image and video compression

3 hours to complete
7 videos (Total 114 min), 1 reading, 1 quiz
7 videos
2 - Huffman coding - Duration 20:11 - Optional break at 06:5320m
3 - JPEG's 8x8 blocks - Duration 05:375m
4 - The Discrete Cosine Transform (DCT) - Duration 25:32 - Optional break at 12:1325m
5 - Quantization - Duration 24:02 - Optional breaks at 08:48 and 17:1824m
6 - JPEG_LS and MPEG - Duration 19:32 - Optional break at 13:4519m
7 - Bonus: Run-length compression - Duration 04:294m
1 reading
Optional programming exercises10m
1 practice exercise
Quiz #230m
Week
3

Week 3

3 hours to complete

Spatial processing

3 hours to complete
14 videos (Total 114 min), 1 reading, 1 quiz
14 videos
2 - Demo - Enhancement & Histogram modification - Duration 03:533m
3 - Histogram equalization - Duration 19:56 - Optional breaks at 04:40 and 11:3019m
4 - Histogram matching - Duration 08:318m
5 - Introduction to local neighborhood operations - Duration 06:466m
6 - Mathematical properties of averaging - Duration 11:0011m
7 - Non-Local means - Duration 07:277m
8 - IPOL Demo - Non-Local means - Duration 03:383m
9 - Median filter - Duration 07:207m
10 - Demo - Median filter - Duration 01:311m
11 - Derivatives, Laplacian & Unsharp masking - Duration 14:24 - Optional breaks at 05:21 and 11:3314m
12 - Demo - Unsharp masking - Duration 03:103m
13 - Gradients of scalar and vector images - Duration 05:575m
14 - Concluding remarks - Duration 01:121m
1 reading
Optional programming exercises10m
1 practice exercise
Quiz #330m
Week
4

Week 4

2 hours to complete

Image restoration

2 hours to complete
9 videos (Total 67 min), 1 reading, 1 quiz
9 videos
2 - Noise types - Duration 12:4312m
3 - Demo - Types of noise - Duration 03:033m
4 - Noise and histograms - Duration 04:524m
5 - Estimating noise - Duration 10:41 - Optional break at 05:0310m
6 - Degradation Function - Duration 11:4011m
7 - Wiener filtering - Duration 12:34 - Optional break at 06:5412m
8 - Demo - Wiener and Box filters - Duration 03:193m
9 - Concluding remarks - Duration 00:3333s
1 reading
Optional programming exercises10m
1 practice exercise
Quiz #430m

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