Category Archives: Open Source

I’m using AI to Change the Game for 3D Microscopy Cell Segmentation

Can you guess how big a single microscopic 3D image of a mouse retina is? It’s about 10 Terabytes! That’s roughly equal to thousands of high-definition movies stored in just one image.

During my time at Siegert Lab, I was fascinated but also concerned when I realized scientists were manually segmenting microglial cells from these massive 3D confocal microscopy images. Imagine the effort, time, and potential for errors involved in manually processing data of this scale.

(Placeholder for photo: Scientists manually segmenting cells)

Introducing trAIce3D: A New AI model for cell segmentation

Motivated by this significant challenge, I developed trAIce3D, a cutting-edge deep-learning model designed specifically for the automatic and precise segmentation of microglial cells.

Continue reading I’m using AI to Change the Game for 3D Microscopy Cell Segmentation

ForceAtlas2 now works with python3.9+

Geometric Graph

If you’ve ever worked with force-directed graphs, you’ve probably heard about Python FA2. However, this package is no longer maintained, and due to changes in Cython for Python 3.9+, it cannot run on newer versions of Python. The good news is that I have made it compatible with Python 3.9+ and published it as a Python package! You can find the source code and instructions to install it here 🙂

Sarina

The murder of Sarina Esmailzadeh during the Mahsa Amini protests at the hands of IRGC forces continues to weigh on my mind. Sarina was a bright, brave, and beautiful teenager with big dreams that were tragically cut short by the Islamic Republic. To preserve her memory, I created an app as a personal tribute to her.

You can see this app on my Github account.