Norman Rzepka

@normanrz.com

Co-Founder of scalable minds. Building WEBKNOSSOS, a tool visualizing, annotation, managing and sharing of large 3D images. Contributing to OME-Zarr. he/him @normanrz@mastodon.social

Start with a small test bounding box. Validate the segmentation, inspect errors, and only then run the model on the full dataset. A controlled workflow for large-scale EM analysis.

“Users can leave Hamburg and continue inspecting their datasets the same day without transferring large volumes of data.” At the P14 beamline, tomography datasets appear in WEBKNOSSOS minutes after reconstruction, allowing users to explore them remotely in the browser. medium.com/webknossos/f...

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Segmentation errors often reflect gaps in the training data. Review the ground truth, add missing examples, retrain, and iterate. Custom model training gives you direct control over model behavior. Guidelines for ground truth annotation: buff.ly/w41Ip9e

“And from a facility perspective, everything is automated. No one has to manually convert, upload, organize, or assign permissions.” At EMBL P14, reconstructed tomography datasets are automatically converted and transferred to WEBKNOSSOS through the API. Read more: medium.com/webknossos/f...

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At the EMBL P14 beamline, tomography datasets are automatically transferred into WEBKNOSSOS minutes after reconstruction. Angelika Svetlove explains how the team built this pipeline - and why analysis, not acquisition, is now the main bottleneck. Read the interview:

From Beamline to Browser: Automating High-Throughput X-ray Imaging with WEBKNOSSOS at EMBL P14

At the European Molecular Biology Laboratory (EMBL) in Hamburg, the X-ray imaging team working at the P14 beamline on Petra III at DESY has…

medium.com

The first syGlass feature release of the year is here! Meet syGlass v2.6.0: 🖥️ Spatial Reality Display support 🛜 Stream/read OME-Zarr directly 🖌️ Partition surfaces via 3D brush ⌨️ Enter text via in-VR keyboards www.syglass.io/blog/syglass...

syGlass Winter 2026 Release: v2.6.0 — syGlass

Although it comes on the heels of our last feature release less than three months ago, syGlass v2.6.0 has no shortage of new content to help create new workflows and streamline old ones. Read on to se...

syglass.io

Our Method of the Year 2025 is...drumroll please...EM-based connectomics!! Our Editorial introduces our choice and highlights six Comments and other related content in this special issue. Please join us in celebrating EM-based connectomics! 🎉🧠🔬 www.nature.com/articles/s41...

Method of the Year 2025: electron microscopy-based connectomics - Nature Methods

A large network of interconnected neurons serves as the basis of brain function and of behavior. Methodological advances have enabled the reconstruction of large-scale and even whole-brain connectomes...

nature.com

🌟Enhancements🌟 The proofreading tool got smarter: you can now define multiple segments around a desired split, and it will automatically pick the optimal split point.

🌟Enhancements🌟 Shared annotations got a big upgrade: they now update live—see your collaborators’ changes as they happen. Simultaneous editing is on the horizon 👀