Ed Hirata
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edhirata.bsky.social
Ed Hirata
@edhirata.bsky.social
🇲🇽🇯🇵
Computer Vision and Machine learning engineer at
CZ Biohub SF || Ph.D || views are my own || (he/him)
Reposted by Ed Hirata
We moved the AI@MBL course "Deep Learning for Microscopy Image Analysis" to HHMI Janelia (@hhmijanelia.bsky.social).

Join us for two weeks of intense lectures, exercise, and hands-on project work!

Course dates: June 4-18 2026
Application by: January 15 2026

www.janelia.org/you-janelia/...
November 17, 2025 at 7:44 PM
📢 Apply now for the first DL@Janelia Bootcamp (June 4–18, 2026)! 2 weeks of hands-on deep learning for microscopy: train models on your own data, Python needed (no ML experience), housing + meals included, no registration fee

📍 Janelia Research Campus, VA
🗓️ Apply by Jan 15, 2026
🔗 shorturl.at/j4sgY
Deep Learning for Microscopy Image Analysis
Topics The following will be covered extensively during lectures, exercises, and project work: Image denoising and restoration (fully supervised and self-supervised) Image translation (e.g.,
shorturl.at
November 7, 2025 at 12:11 AM
Reposted by Ed Hirata
📢 Apply now for the first DL@Janelia Bootcamp (June 4–18, 2026)! 2 weeks of hands-on deep learning for microscopy: train models on your own data, Python needed (no ML experience), housing + meals included, no registration fee

📍 Janelia Research Campus, VA
🗓️ Apply by Jan 15, 2026
🔗 shorturl.at/j4sgY
November 6, 2025 at 6:56 PM
Reposted by Ed Hirata
We’ve upgraded ShapeEmbed 🎉 ShapeEmbedLite decodes latent codes via an MLP to guarantee valid EDMs, making it lighter and ideal for small microscopy datasets or limited compute. Hear more at my BIC workshop talk or poster at #ICCV2025! Try it out at github.com/uhlmanngroup...
October 17, 2025 at 7:35 AM
Reposted by Ed Hirata
🤝 And collaborators: @adrianjacobo.bsky.social, Akilandeswari Balasubramanian, Tiger Lao, @edhirata.bsky.social @mattersoflight.bsky.social , @lammerdinglab.bsky.social Richa Agrawal, Alexandre X. Falcao @alexandredizeux.bsky.social Andrew Sweet and @aganders3.bsky.social @cziscience.bsky.social
August 25, 2025 at 9:06 AM
Reposted by Ed Hirata
Finally, a fun collaboration published in Optica:

opg.optica.org/optica/fullt...

Fun times at the @mblscience.bsky.social , playing with optical toys with @edhirata.bsky.social and others :)
Optica Publishing Group
opg.optica.org
August 15, 2025 at 1:03 PM
Reposted by Ed Hirata
Excited to share an update on #DynaCLR—a self-supervised method to learn dynamic cell & organelle embeddings from time-lapse microscopy using contrastive learning.
DynaCLR combines single-cell tracking & time-aware sampling for robust representations.

arxiv.org/abs/2410.11281
DynaCLR: Contrastive Learning of Cellular Dynamics with Temporal Regularization
We report DynaCLR, a self-supervised method for embedding cell and organelle Dynamics via Contrastive Learning of Representations of time-lapse images. DynaCLR integrates single-cell tracking and time...
arxiv.org
July 6, 2025 at 1:15 AM
Excited to share an update on #DynaCLR—a self-supervised method to learn dynamic cell & organelle embeddings from time-lapse microscopy using contrastive learning.
DynaCLR combines single-cell tracking & time-aware sampling for robust representations.

arxiv.org/abs/2410.11281
DynaCLR: Contrastive Learning of Cellular Dynamics with Temporal Regularization
We report DynaCLR, a self-supervised method for embedding cell and organelle Dynamics via Contrastive Learning of Representations of time-lapse images. DynaCLR integrates single-cell tracking and time...
arxiv.org
July 6, 2025 at 1:15 AM
We're looking for a software engineer (recent grad BS/MS) excited to build and deploy high-performance tools for dynamic imaging of cells, tissues, and organs 🐟🦠🔬 — think terabytes of image data, cell phenotyping, and high-throughput microscopy.
job-boards.greenhouse.io/chanzuckerbe...
Software Engineer, Computational Microscopy Platform (Biohub SF)
San Francisco, California, United States
job-boards.greenhouse.io
March 25, 2025 at 10:09 PM