MitoGAN

Feb – May 2023 | Mentors: Gav Sturm, Wallace Marshall

Built an image processing pipeline and trained a GAN to generate synthetic mitochondria images for downstream dynamics modeling. ~600 real images produced ~30,000 synthetic samples (50x).

Real or fake?

Which image of mitochondria is real?

Preprocessing pipeline

Preprocessing pipeline.

GAN architecture

GAN architecture.

Loss curves

Loss curves across preprocessing and architecture combinations.

Revealed

Did you guess correctly?