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When To Say ‘Good Enough’

Beth Cimini One of the most common questions I’m asked when helping a collaborator with an image analysis project is: “How do I know when my analysis workflow is doing well enough at finding the objects or measuring the things I care about?” Unfortunately, it’s also one of the hardest questions to...

ScienceSnippets: Building communication skills and sharing what you love

Anne Carpenter Clearly communicating the impact of your research is one of the most important skills you need to develop as a scientist, and yet typically it is only taught by doing (and if you are lucky, feedback – especially critical feedback). Clear communication is important to get funding and...

Mo Data, Mo Problems: How to share big data with ease

Kyle Karhohs # Sharing Image Data At the Imaging Platform we frequently need to send and receive images between collaborators or forum users. Working with images can become challenging simply due to their file size. Memory and disk limitations are often irritants when analyzing images, but in some...

Help! What are these three different modules to identify objects?

Beth Cimini It can be confusing when you’re trying to set up your first pipeline to figure out which modules to use to generate your objects! A helpful way to understand the difference between Identifying Primary, Secondary, and Tertiary objects: Primary objects are segmented independently from any...

Customizing a Model for Fiber Segmentation, Part 4: Analyzing the Results

Melissa Gillis In the final section of this blogpost series, I will discuss some of the benefits and drawbacks of this model and discuss some of the data I acquired from the images. This model was able to successfully segment the images that were not able to be accurately segmented by Pearl’s...

Community’s Input: 2020 BioImage Analysis Survey

Nasim Jamali As creators of open source tools, we spend a lot of time thinking about user needs - what kinds of images people are working with these days, what tools are working well, where the pain points are, and how easy it is to learn how to do any of this in the first place. While things like...

Thinking like an image analyst, Part IV: Detecting fibers as objects

Pearl V. Ryder In the previous post in this “Thinking like an image analyst” series, I explained how I enhanced fibers to increase their brightness and applied a background subtraction to decrease the intensity of the background. In combination with masking out very bright debris pixels ( Part II of...

Shantanu Singh

I lead the image-based profiling team. We develop machine learning and statistical methods to create fingerprints of genes, chemicals, and diseases from microscopy images of cells.

How to Normalize Cell Painting Data

Rebecca Senft Workflow update June 2024 update Our recommended normalization workflow is evolving. Please see https://github.com/broadinstitute/jump-profiling-recipe/ for our latest developments on the normalization strategy in specific and aprofiling workflow in general. How to Normalize Cell...