Constantin Pape retweeted
The ideal outcome for science isn't a couple of labs using proprietary models and millions of dollars to crack trophy problems, it's to have millions of AI-aided human scientists who follow their curiosity and become way more ambitious
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AGI when ChatGPT can convert a PNG to SVG without creating ugly crop boundaries in each rasterized element.
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This research will help us to build better tools for interactive microscopy analysis --- stay tuned for more! For more details: arxiv.org/abs/2603.19802
Thanks to Caro for driving this work and all other co-authors!
Thanks to Caro for driving this work and all other co-authors!
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We compare foundation models (SAM and DINO variants) with classical features from ilastik and supervised learning. The FM features outperform classical approaches. Attentive probing is better than RF, but too slow for interactive use. See example results in the fig.
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We use embeddings from foundation models as features, either for a RF or different attentive probing variants. The features are averaged over masks for object classification. See the image for a method overview.
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Segmenting cells in microscopy is much easier these days thanks to foundation models. Can we use these models for other tasks, e.g. cell classification? See our latest work! We find big improvements for object and pixel classification compared to classical approaches.
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Want to learn about the latest trends and developments in bioimage analysis? Join us for the GLOBIAS workshop in Dortmund this November! I will be hosting a session on foundation models / AI. globias.org/activities/glo…
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Learn more here: arxiv.org/abs/2606.21605
Thanks to Marei for leading this work!
Thanks to Marei for leading this work!
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How can we use foundation models such as (micro)SAM to improve electron microscopy segmentation? Check out our preprint! We found substantial improvements for nucleus, mito, and neurite-segmentation using initialization and semi-supervised learning with foundation models.
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We are so behind in Europe that our fanfic version of AI 2027 drops a year later and is only Europe 2031.
Here's a project I've been working on recently: a vision of what happens if Europe doesn't take AI seriously, inspired by AI 2027 europe2031.ai
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Did it actually answer someone what a mitochondrion is 😱😱😱
The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees.
The net effect of this order is that we must abruptly disable Fable 5 and Mythos 5 for all our customers to ensure compliance.
Access to all other Claude models is not affected.
We apologize for this disruption to our customers. We believe this is a misunderstanding and are working to restore access as soon as possible.
Read our full statement: anthropic.com/news/fable-myt…
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Constantin Pape retweeted
i need someone at @OpenAI and @AnthropicAI to teach the models that while prototyping, backwards compatibility is just a bad idea
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Sorry to break the news, but the job of twitter hypeman was automated a few years ago already.
Today we all lost our jobs.....
Three Nature papers showing that scientists in the conventional sense are obsolete
At least read the first one.... the AI replaced all things that the scientist does ....
nature.com/articles/s4158…
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Constantin Pape retweeted
🔬 Imaging Seminar on Vision Foundation Models for Microscopy with Prof. Constantin Pape (@cppape) from University of Göttingen
📅 Mar 30, 17:00
👉 Registration: lnkd.in/ej6iCuPA
💡 EPFL PhDs:
Imaging Lunch w/ Prof. Pape
📅 Mar 31, 10:00
👉 lnkd.in/exemA5hW
📅 Mar 30, 17:00
👉 Registration: lnkd.in/ej6iCuPA
💡 EPFL PhDs:
Imaging Lunch w/ Prof. Pape
📅 Mar 31, 10:00
👉 lnkd.in/exemA5hW
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Looking for a PhD position at the intersection of AI, imaging, and gene therapy? Apply for this position in my lab: tinyurl.com/2a2v6tvx
Part of sfb1690.uni-goettingen.de that studies hearing, vision, and more.
Plus, you can create pretty pictures like the one below :).
Part of sfb1690.uni-goettingen.de that studies hearing, vision, and more.
Plus, you can create pretty pictures like the one below :).
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Constantin Pape retweeted
🚀 Today we’re releasing FlashOptim: better implementations of Adam, SGD, etc, that compute the same updates but save tons of memory. You can use it right now via `pip install flashoptim`. 🚀
arxiv.org/abs/2602.23349
A bunch of cool ideas make this possible: [1/n]
arxiv.org/abs/2602.23349
A bunch of cool ideas make this possible: [1/n]
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Constantin Pape retweeted
I'm looking for a Swiss department to host me for an SNSF StG.
I research how gene expression evolves and emerges by combining wet lab + computational work in a variety of model systems. More: timothyfuqua.com
If your department might be a match, let’s chat!
I research how gene expression evolves and emerges by combining wet lab + computational work in a variety of model systems. More: timothyfuqua.com
If your department might be a match, let’s chat!
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Constantin Pape retweeted
The #CVPR2026 review deadline is fast approaching: January 12, 2026.
If you face any difficulties, contact your Area Chair NOW!
Approach your reviews the way you would expect your own to be handled, and consult the reviewer guidelines here: cvpr.thecvf.com/Conferences/20…
If you face any difficulties, contact your Area Chair NOW!
Approach your reviews the way you would expect your own to be handled, and consult the reviewer guidelines here: cvpr.thecvf.com/Conferences/20…
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