WEBKNOSSOS
@webknossos.org
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Visualize, share, segment, and annotate your large 3D images online.
pinned post!
Experience fast 3D microscopy data exploration with WEBKNOSSOS. Annotate your data with AI, explore 3D meshes, collaborate in real-time, manage datasets, and more. Share your research with just one click. Sign up for free at
webknossos.org
!
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over 1 year ago
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Creating animations in WEBKNOSSOS? You can now include skeletons in your renders. Generate clearer videos for publications, presentations, or sharing your reconstructions. Try it out at
webknossos.org
now!
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about 5 hours ago
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“Students weren’t just annotating - they were thinking critically about what they observed.” In this course, students used WEBKNOSSOS to explore real EM data, segment organelles, analyze cellular asymmetry, and develop biological hypotheses from their own observations. Read more:
buff.ly/MckCdVY
2 days ago
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Segment cells in 3D with the Quick Select tool in WEBKNOSSOS! Just click inside a process and WEBKNOSSOS automatically segments it across multiple sections. Adjust the number of Z sections in the toolbar settings (top right).
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7 days ago
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“The dataset was already on WEBKNOSSOS, which made it easy to onboard students and start annotating immediately.”
@inperience.bsky.social
shares how browser-based access to published EM datasets enabled a semester-long collaborative annotation project with ~50 students. Read more:
buff.ly/MckCdVY
9 days ago
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Automatically sample bounding boxes for ML training in WEBKNOSSOS. Choose the magnification, number, and size of boxes, and review the generated boxes to adjust any that landed in empty regions. Learn how to choose suitable box sizes and counts for ML training:
docs.webknossos.org/webknossos/a...
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14 days ago
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"We can produce up to 12 tomograms per hour, and beam time can run for 24 hours straight. So a single user can easily generate multiple terabytes in one session." Read more on how Angelika Svetlove used WEBKNOSSOS to efficiently handle such massive images:
medium.com/webknossos/f...
15 days ago
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Did you know you can view and work with time series (N-dimensional) datasets in WEBKNOSSOS? You can even inspect statistics for a specific time point.
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17 days ago
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We spoke with
@inperience.bsky.social
from Miami University about using WEBKNOSSOS in a cell biology course built around real C. elegans vEM data. 48 students annotated cells, generated AI training data, and even contributed to a biological discovery. Read the interview:
buff.ly/MckCdVY
20 days ago
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“We can generate data much faster than people can analyze it.” At EMBL P14, synchrotron X-ray tomography produces terabytes per experiment. The bottleneck is no longer acquisition: it’s analysis. Read the full interview with Angelika Svetlove:
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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…
https://medium.com/webknossos/from-beamline-to-browser-automating-high-throughput-x-ray-imaging-with-webknossos-at-embl-p14-dc992159574f
22 days ago
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Managing a connectomics or volume EM project? Validate segmentation on small regions before scaling to the full dataset. Iterate until results are satisfactory.
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about 1 month ago
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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.
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about 1 month ago
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Applying AI segmentation to a vEM dataset? Through the WEBKNOSSOS AI Grants, selected projects receive compute credits to evaluate segmentation workflows on their data. Reach out with a link to your WEBKNOSSOS dataset and project description at
[email protected]
.
about 2 months ago
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Create figures for your paper with WEBKNOSSOS 🖼️ Customize the view to match your needs: set display modes, adjust the layout, load meshes and edit colors and transparency. These are just a few of the available options for generating publication-ready images. Try it out yourself on
webknossos.org
!
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about 2 months ago
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“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...
about 2 months ago
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All AI analysis workflows in WEBKNOSSOS are now fully documented. Our step-by-step tutorials cover: Alignment Automated segmentation Custom model training Explore the documentation:
docs.webknossos.org/webknossos/a...
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AI Automations and Jobs - WEBKNOSSOS Documentation
WEBKNOSSOS integrates several automated workflows that run in the background, ranging from automated segmentation and model training to 3D animations or data handling jobs.
https://docs.webknossos.org/webknossos/automation/index.html
about 2 months ago
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Running a volume EM core facility? Deliver aligned and segmented datasets with reproducible AI workflows in WEBKNOSSOS - from alignment to custom model training. Support your users with documented, scalable analysis pipelines.
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about 2 months ago
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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
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2 months ago
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🌟Enhancement🌟 Open datasets or jump straight to annotations - right from the command palette. Press Ctrl/Cmd + P from anywhere in the UI, then scroll or start typing to find what you need.
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2 months ago
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“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...
2 months ago
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WEBKNOSSOS AI Grant 🔬 We are offering compute credits to support selected research projects applying AI segmentation to volume EM datasets. Interested? Send us a link to your dataset in WEBKNOSSOS and a short description of your analysis goals at
[email protected]
.
2 months ago
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Run automated alignment in WEBKNOSSOS and improve the results with manual matches when needed. Maintain control over challenging areas while keeping the workflow efficient.
www.youtube.com/watch?v=8IEl...
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2 months ago
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Train or refine custom segmentation models directly in WEBKNOSSOS. Annotate ground truth, train the model, test on a small region, iterate, and run on the full dataset.
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3 months ago
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Dataset showcase ✨ In this study, Chen et al. (ScienceAdvances, 2025) investigate the ultrastructure and function of lamellar Schwann cells in Pacinian corpuscles, revealing their active role in mechanosensory processing. Explore the segmented dataset in WEBKNOSSOS:
wklink.org/3248
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3 months ago
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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:
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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…
https://medium.com/webknossos/from-beamline-to-browser-automating-high-throughput-x-ray-imaging-with-webknossos-at-embl-p14-dc992159574f
3 months ago
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reposted by
WEBKNOSSOS
VolumeEM
3 months ago
New Web Page - Volume EM Industrial Partners
www.volumeem.org/industrial-p...
We’re excited to introduce our newly curated Industrial Partners page, showcasing organizations recognized by the volumeEM Community as key contributors in the field.
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Run pre-trained segmentation models for SEM data in WEBKNOSSOS. Test on small bounding boxes, inspect merge and split errors, and run on the full dataset once validated. View the tutorial:
youtu.be/lZS2tOJYErw
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3 months ago
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Cleaning up bounding boxes just got a bit easier: multi-select (hold Ctrl/Cmd) + delete is now supported in WEBKNOSSOS.
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3 months ago
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Automatically align large volume EM datasets in WEBKNOSSOS. Run alignment and inspect results directly in the browser. Watch the tutorial:
buff.ly/Edriq64
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3 months ago
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We annotated ground truth data and trained an instance segmentation model for mitochondria detection on a 140 GB mouse cortex dataset (Motta et al., 2019) in WEBKNOSSOS. See the workflow and results:
medium.com/webknossos/c...
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3 months ago
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New feature 🐣 CSV export for trees! In WEBKNOSSOS, go to the Skeleton tab. Under "More actions", select "Download visible trees CSV" and check your downloads folder. Your trees are ready for analysis!
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3 months ago
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AI workflows for volume EM in WEBKNOSSOS. Align large EM datasets, run pre-trained segmentation models, train custom models on your own ground truth, and and move from small test regions to full-dataset segmentation. All workflows are now documented with step-by-step tutorials.
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3 months ago
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Feature highlight 🚀 Pen mode skeleton Enable Pen mode for the skeleton tool to place nodes continuously while drawing with the mouse. This is especially useful for quickly placing many nodes within a single section. Sketch skeletons quickly and smoothly!
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4 months ago
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Feature highlight 🚀 Selective visibility When Hide unlisted segments is enabled, only segments added to the segment list are shown. Individual segments can still be hidden by toggling their visibility in the list. Additionally, you can right-click a segment and select "Only show this segment".
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4 months ago
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Feature highlight 🚀 Mesh opacity Adjust the opacity of 3D meshes for selected segments. This is useful for revealing internal structures, such as cell organelles.
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4 months ago
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Feature highlight 🚀 Surface area Compute the surface area of your segments in just a few clicks in WEBKNOSSOS.
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4 months ago
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Feature highlight 🚀 Splitting segments manually with the split segment toolkit Use the split segment toolkit to draw a curved 3D surface and split a segment along this interface. This is particularly useful for correcting ground truth within a bounding box.
www.youtube.com/watch?v=iABt...
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Splitting cells with the split segment toolkit in WEBKNOSSOS.
https://www.youtube.com/watch?v=iABtD7YQ9Rw
4 months ago
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Feature highlight 🚀 Voxel Pipette tool The former Segment Picker has been generalized into the Voxel Pipette tool. It displays data values for all visible layers in a tooltip. To pick a segment ID, hold Shift and the tool will have its previous behavior.
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4 months ago
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Feature highlight 🚀 Live update for shared annotations Shared annotations now update live. See changes from collaborators as they happen. Support for simultaneous editing is coming soon!
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4 months ago
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Feature highlight 🚀 Command palette Navigate WEBKNOSSOS more efficiently with the Command Palette. Quickly search for tools, jump to datasets, and access key actions using just a few keystrokes. Let us know if you want more actions accessible through the command palette.
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4 months ago
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Feature highlight 🚀 Multiple points for split operation The proofreading tool now supports multiple reference points: define several segments around a desired split, and the tool automatically selects an optimal split point. Get more reliable splits with less manual tweaking!
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5 months ago
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Feature highlight 🚀 Viewport rotation Rotate orthogonal viewports freely in WEBKNOSSOS to trace objects from the best angle. Use keyboard shortcuts to rotate each viewport. Try rotating viewports in WEBKNOSSOS now and accelerate your tracing workflow!
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5 months ago
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Last year brought many great new features to WEBKNOSSOS ✨ Over the next days, we’ll share a series of feature highlights. Stay tuned!
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5 months ago
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reposted by
WEBKNOSSOS
Nature Methods
6 months ago
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...
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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...
https://www.nature.com/articles/s41592-025-02988-6
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🌟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.
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8 months ago
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Tuesday tips 🐾 for Beginners Need to undo changes and return to a previous version? Simply access the menu and select 'Restore older version’. Check out the Youtube Playlist for more tips:
youtube.com/playlist?lis...
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8 months ago
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reposted by
WEBKNOSSOS
Carles Bosch
8 months ago
#Nanoimaging
symposium
@crick.ac.uk
! At
#CrickXrays25
we'll tackle: 💫synchrotron upgrades 📈current limits in throughput, volume, resolution 🧪sample preparation for X-ray PC imaging 🧠♥️applications in neuroscience and tissue life science 🗓️13th October 2025 🇬🇧🌐 London & online
tinyurl.com/crickxrays25
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Hard X-ray imaging of biological soft tissues symposium 2025
https://tinyurl.com/crickxrays25
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🌟Enhancements🌟 Shared annotations got a big upgrade: they now update live—see your collaborators’ changes as they happen. Simultaneous editing is on the horizon 👀
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9 months ago
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Tuesday tips 🐾 for Beginners Sort your trees by name or by creation time by clicking the button in the right sidebar. Check out the Youtube Playlist for more tips:
youtube.com/playlist?lis...
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9 months ago
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🌟Enhancements🌟 Use Ctrl + Shift + Left, Ctrl + Shift + Right, Ctrl + Shift + Up and Ctrl + Shift + Down to rotate in 90 degree increments Learn more about keyboard shortcuts:
docs.webknossos.org/webknossos/u...
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9 months ago
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Tuesday tips 🐾 for Beginners Did you know about the 3D viewport settings? You can choose whether to display the planes, only wireframes, or all views along with the data. You can also toggle the dataset and layer borders. Check out the Youtube playlist for more tips:
www.youtube.com/playlist?lis...
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Today I learned - Tips for WEBKNOSSOS pros
Few tips and tricks to use on webknossos.org
https://www.youtube.com/playlist?list=PLpizOgyiA4kEGKFRQFOgjucZCKtI2GUZY
9 months ago
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