Farsight Courses OneWeek
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=== Morning === | === Morning === | ||
− | + | * 8:00am-9:00am Associative Image Analysis - Part II (B.R.) | |
+ | * 9:00am-10:00am Hands-on session with FARSIGHT Tissue Nets tools (team) | ||
* 10:00am-10:30am Break | * 10:00am-10:30am Break | ||
− | + | * | |
* 12:00pm-1:00pm Working Lunch | * 12:00pm-1:00pm Working Lunch |
Revision as of 15:35, 18 September 2009
Contents |
Audience
- Researchers in academic & industrial laboratories who make active use of optical microscopes, and desire to make image-based quantitative measurements for hypothesis testing, screening, and modeling
- Particular emphasis is placed on fluorescence based multi-dimensional microscopy (3-D confocal/multi-photon, time-lapse, multi-channel, etc.)
Instructional Methodology
This course will provide instruction on biological image analysis by combining three kinds of sessions:
- Concepts / theory presentations
- Guided hands-on practical exercises (team oriented)
- Participant presentations
- Invited speakers
Learning Objectives
- Upon successful completion of this course, the participants will have a working knowledge of basic open-source computational image analysis tools (FARSIGHT, ITK, VTK, Paraview, Overview) to generate quantitative measurements from 3D/4D/5D microscopy image data.
- Developing skills on the use of a selected subset of computational methods from the ITK and FARSight libraries.
- Developing awareness of more advanced tools that are part of the ITK and FARSight libraries, as well as the support resources available such as email forums and Wiki pages.
- Specifically,
- Ability to read, visualize and write images files for various common formats.
- Ability to design computational scripts for image pre-processing to correct for common imaging artifacts (noise, blur, spectral overlap).
- Being able to segment common types of biological objects (cell, nuclei, membranes, micro-vasculature, neurites, foci) in 2D and 3D images of cells and tissue.
- Being able to perform edit-based validation of segmentation results.
- Being able to perform registration and montaging.
- Being able to perform cell and organelle tracking, and analysis of changes in time-lapse image series.
- Being able to compute morphological measurements of biological objects.
- Being able to compute associative measurements linking two or more biological objects.
- Being able to summarize and conduct statistical analysis of measurements.
Pre-requisites
- Familiarity with contemporary computers PC/Mac/Linux
- Basic knowledge of programming using scripting languages
- We will use Python
- Familiarity with common viewing tools and file formats
Content
Day 1
Morning
- 8:00am-9:00am Introduction and Overview (B.R.)
- 9:00am-10:00am Programming environment and data visualization (L.I.)
- 10:00am-10:30am Break
- 10:30am-12:00pm Hands-on session 1
- Reading / Writing images from different file formats (C.R.)
- Visualization methods
- 12:00pm-1:00pm Working Lunch
- Two participant presentations (15 min each)
Afternoon
- 1:00pm-1:20pm More Python basics (L.I.)
- 1:20pm-2:00pm Hands-on exercises on pre-processing, segmentation and visualization using Python-wrapped ITK (L.I.)
- 2:00pm-2:30pm Break
- 2:30pm-3:10pm Fundamental of image processing (B.R.)
- 3:15pm-5:00pm Hands-on session
- Pixel level image processing
- Grayscale morphology
- Image smoothing, denoising
- Deconvolution (C.P).
- Pixel level image processing
- 6:00-8:00pm Dinner
- Three participant presentations (15 min each)
Day 2
Morning
- 8:00am-9:00am Segmentation and morphometry of cell Nuclei (B.R.)
- 9:00am-10:00am Hands-on exercises with FARSight nuclear segmentation and validation tools.
- 10:00am-10:30am Break
- 10:30am-11:00am Statistical analysis of measurement data (TBD)
- 11:00am-12:00am Hands-on exercises on information visualization (Jeff?)
- 12:00pm-1:00pm Working Lunch
- Two participant presentations (15 min each)
Afternoon
- 1:00pm-2:00pm Segmentation of blood vessel (B.R./S.A.)
- 2:00pm-2:30pm Break
- 2:30pm-3:30pm Vascular morphometry and change analysis (B.R./S.A.)
- 3:30pm-5:00pm Hands-on exercises with FARSight and ITK tools (Team)
- 6:00-8:00pm Dinner
- Three participant presentations (15 min each)
Day 3
Morning
- 8:00am-9:00am Segmentation of neurites and astroglia (B.R.)
- 9:00am-10:00am Morphometry of neurons and astroglia (B.R./G.A.)
- 10:00am-10:30am Break
- 10:30am-12:00am Hands-on exercises with FARSight and L-Measures (Team)
- 12:00pm-1:00pm Working Lunch
- Two participant presentations (15 min each)
Afternoon
- 1:00pm-2:00pm Associative image analysis - Part I (B.R.)
- 2:00pm-2:30pm Break
- 2:30pm-3:30pm Hands-on session with FARSight and SLF tools (Sub-cellular location features)
- 3:30pm-4:00pm Pattern analysis fundamentals
- 4:00pm-5:00pm Hands-on session cluster analysis and classification
- 6:00-8:00pm Dinner
- Invited key note speaker (B.M.?)
Day 4
Morning
- 8:00am-9:00am Associative Image Analysis - Part II (B.R.)
- 9:00am-10:00am Hands-on session with FARSIGHT Tissue Nets tools (team)
- 10:00am-10:30am Break
- 12:00pm-1:00pm Working Lunch
Afternoon
- 2:00pm-2:30pm Break
- 6:00-8:00pm Dinner
- Three participant presentations (15 min each)
Day 5
Morning
- 10:00am-10:30am Break
- 12:00pm-1:00pm Working Lunch
Afternoon
- 2:00pm-2:30pm Break