Image Processing and Analysis for Life Scientists
Nowadays, image-based methods are indispensable for life scientists. Light microscopy especially, has evolved from sketched out observations by eye, to high throughput multi-plane, multi-channel, multi-position and multimode acquisitions that easily produce thousands of information-rich images that must be quantified somehow to answer biological questions.
This course will teach you core concepts from image acquisition to image filtering and segmentation, to help you tackle simple image analysis workflows on your own. All examples use open source solutions, in order to allow you to be independent from commercial solutions. Emphasis is made on good practices and typical pitfalls in image analysis. At the end of this course, you will be able to adapt and reuse workflows to suit your specific needs and be equipped with the tools and knowledge to adapt and seek advice from the ever-growing image analyst community of which you will be a part now
The course is taught by senior image analysts with longtime work experience in a service-oriented core facility.
What you'll learn
- Recall digital image formation principles
- Understand human perception and color
- Distinguish between bit-depths
- Use lookup tables
- Perform mathematical operations on images
- Apply filtering to digital images
- Understand and use image segmentation techniques
- Create regions of interest and extract results from segmented images
- How to perform projections and reslicing on images for analysis
- Applying color deconvolution to brightfield images
- Understand the concepts of the ImageJ Macro language
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Rating | Not enough ratings |
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Length | 7 weeks |
Effort | 7 weeks, 2–3 hours per week |
Starts | On Demand (Start anytime) |
Cost | $179 |
From | EPFLx, Ãcole polytechnique fédérale de Lausanne, École polytechnique fédérale de Lausanne via edX |
Instructors | Arne Seitz, Romain Guiet, Olivier Burri, Nicolas Chiaruttini |
Download Videos | On all desktop and mobile devices |
Language | English |
Subjects | Data Science Science |
Tags | Data Analysis & Statistics Biology & Life Sciences Science |
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Image Retoucher $38k
Image Operator $41k
Image Specialist 1 $43k
Image Clerk $43k
Image moderator $51k
Image Contributor $53k
Image Specialist 3 $57k
Image Press Accountant 2 $63k
Image Analysis Specialist $69k
Image Management $71k
IT Analysis $95k
Analysis $95k
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Rating | Not enough ratings |
---|---|
Length | 7 weeks |
Effort | 7 weeks, 2–3 hours per week |
Starts | On Demand (Start anytime) |
Cost | $179 |
From | EPFLx, Ãcole polytechnique fédérale de Lausanne, École polytechnique fédérale de Lausanne via edX |
Instructors | Arne Seitz, Romain Guiet, Olivier Burri, Nicolas Chiaruttini |
Download Videos | On all desktop and mobile devices |
Language | English |
Subjects | Data Science Science |
Tags | Data Analysis & Statistics Biology & Life Sciences Science |
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