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Posts by Anirban Ray

Postdoc PΓΆnisch Lab Postdoc PΓΆnisch Lab

Interested in stochastic tissue morphodynamics in development and disease? Join us at HT @humantechnopole.bsky.social

We are recruiting a postdoc for a project combining image analysis, morphometrics, and modelling in collaboration with experimentalists.

More information:
tinyurl.com/3kc7s4rz

6 days ago 4 5 0 0

CongratulationsπŸ‘πŸŽ‰

1 week ago 1 0 1 0
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Look mum, I made it!!! πŸŽ‰ πŸ˜‰ @ellis.eu @humantechnopole.bsky.social

2 weeks ago 46 2 0 0
Research Software Engineer Research Software Engineer

We are hiring a Software Engineer who can help us turn our methods into easily usable tools for:

* Explainable AI
* Cell Tracking
* Interactive Learning

...and some more: careers.humantechnopole.it/job/Research...

Feel free to reach out directly if you are interested and/or have questions!

2 weeks ago 11 8 1 1

🚨🚨🚨JOB ALERT🚨🚨🚨

The Image Analysis Unit at Human Technopole in Milan is recruiting for two positions to join our growing team:

1) Bioimage Analyst
2) Research Software Engineer (RSE)

Read on to learn why one of these two people should be you!

2 weeks ago 13 18 1 1
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We've spent the last year building something at @humantechnopole.bsky.social that we think is genuinely needed: #AI that works across biological scales and data modalities, not just within them. A thread on what we're doing, why, and who we're looking for. A 🧡... 1/9

2 weeks ago 54 26 3 4
Postdoc on Multimodal AI for Disease Risk Prediction Postdoc on Multimodal AI for Disease Risk Prediction

🚨Job Alert -- again!🚨
You are into disease risk prediction based on images or other data modalities? This is for you! 🫡
careers.humantechnopole.it/job/Postdoc-...
Part of our Scientific AI Flagship @humantechnopole.bsky.social and part of our mission to benefit society via biomedical #AI solutions.

3 weeks ago 12 8 0 0
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🚨 We are hiring! Personally, I think this is a fantastic job, good salary, and fun work place with exceptional colleagues.

⚠️ Warning, I’m quite biased… but still right! 😜

Join us! Apply!!! πŸŽ‰

careers.humantechnopole.it/job/AI-Exper...

4 weeks ago 23 21 0 1
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Super excited to present our poster (rayanirban.github.io/files/EMBL_p...) on HazeMatching and ResMatching at the EMBL AI and Biology Symposium 2026 in Heidelberg, Germany, this week. πŸŽ‰
If you’re around, please drop by our poster (#148 on Thursday, 12/3)! 😊

@embl.org #EESAIBio #AI4Science

1 month ago 8 2 0 0

Thank you so much @harschnitz.bsky.social πŸ™πŸ˜Š

1 month ago 1 0 0 0

Update: ResMatching has been selected for an Oral Presentation at IEEE ISBI 2026! #ISBI2026! πŸš€ 😱 πŸŽ‰

Being chosen for the oral track is a fantastic validation of the potential impact of this research. Thanks to the reviewers and organizers.

1 month ago 9 0 1 0
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#cvpr2026 #cvpr2026 #microscopy #imagerestoration #generativeai #ai4science | Anirban Ray πŸŽ‰Excited to share that HazeMatching (https://lnkd.in/dP5kWAHS) has been accepted to IEEE/CVF #CVPR2026 (Findings)πŸŽ‰. πŸ”¬What if widefield microscopes produced confocal-quality images? We introduce Haze...

HazeMatching has been accepted to #CVPR2026 (Findings)! @cvprconference.bsky.social πŸŽ‰πŸŽ‰

What if widefield microscopes could produce confocal-quality images? We introduce a Guided Conditional Flow Matching (CFM) framework that does exactly that.

Learn more here: www.linkedin.com/feed/update/...

1 month ago 3 0 0 0

We opened 4 PhD positions at @humantechnopole.bsky.social together with Polimi (see πŸ‘‡).

My lab offers a PhD project on "Computational Morphogenesis": use state-of-the-art machine learning methods together with realistic simulations to build digital twins of developing tissue.

Apply by March 26.

1 month ago 21 12 1 0

Exciting news! An article on India BioImaging (IBI) has been published in "Microscopy and Analysis" (@wileylifesci.bsky.social )(Issue 2/2026)

Featured under "Building the India Bioimaging Community," it highlights IBI's vision, activities & growing impact in strengthening bioimaging across India.

1 month ago 2 2 1 0

Congratulations πŸŽŠπŸΎπŸŽ‰

1 month ago 1 0 0 0
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Excited to share our new paper (CVPR 2026 πŸš€): "MuViT: Multi-Resolution Vision Transformers for Learning Across Scales in Microscopy" which enables local predictions to use global context.
Great work led by @albertdm.bsky.social & another fun collab w @gioelelamanno.bsky.social! @scadsai.bsky.social

1 month ago 68 30 1 2
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It was super cool to hear @alex-krull.bsky.social talking about his research at @humantechnopole.bsky.social. Alex never fails to inspire his audience 🫠🀩

2 months ago 10 1 0 0

yeah exactly! I think that the training objective (minimizing drift between p and q) will inherently try to prioritize perception more than distortion (low FID), and with one-shot prediction, I feel that the chance of hallucination looks high (similar to GANs), but let's see!

2 months ago 0 0 0 0

haha, true! Aside from these, I find the idea of training time distribution evolution intriguing. Still trying to understand the implication of drifting models for inverse problems tho :)

2 months ago 1 0 1 0
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Excellent talk by Matteo Hessel from Google DeepMind at @humantechnopole.bsky.social earlier today!
Thanks for dropping by and infecting us with the Meta-RL bug!

2 months ago 3 1 0 0

🀩

3 months ago 1 0 0 0
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#isbi2026 #generativeai #flowmatching #computationalsuperresolution #bioimageanalysis | Anirban Ray Excited to share that ResMatching (https://lnkd.in/dn_6VB9Q) has been accepted to IEEE International Symposium on Biomedical Imaging (ISBI) 2026! πŸŽ‰πŸŽ‰ This work represents a significant step forward in...

ResMatching accepted to IEEE ISBI 2025πŸŽ‰. We extend Guided CFM to Computational Super-Resolution under extreme noise, achieving SOTA performance and calibrated posterior sampling that reflects uncertainty in real data. Learn more here: www.linkedin.com/posts/anirba...

3 months ago 5 0 0 1
How Residual Connections Are Getting an Upgrade [mHC]
How Residual Connections Are Getting an Upgrade [mHC] YouTube video by Jia-Bin Huang

Residual connections are adopted in virtually every deep learning model.

BUT, can we further improve it? Hyper-connections is an exciting recent exploration to generalize residual connections.

Check out the video explaining manifold constraints hyper-connections!
youtu.be/jYn_1PpRzxI

3 months ago 17 1 1 0
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Self-Supervised Learning from Noisy and Incomplete Data Many important problems in science and engineering involve inferring a signal from noisy and/or incomplete observations, where the observation process is known. Historically, this problem has been tac...

πŸ“– We put together with Mike Davies a review of self-supervised learning for inverse problems, covering the main approaches in the literature with a unified notation and analysis.

arxiv.org/abs/2601.03244

3 months ago 8 4 1 0
Image of the Human Technopole

https://it.wikipedia.org/wiki/Human_Technopole#/media/File:Human_Technopole_Milano.jpg

Image of the Human Technopole https://it.wikipedia.org/wiki/Human_Technopole#/media/File:Human_Technopole_Milano.jpg

I'm super excited to announce that I will join the Human Technopole @humantechnopole.bsky.social in Milan in April 2026 as a Research Group Leader.

3 months ago 70 6 6 0
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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.,

🚨 Alarm!!! 🚨
AI/ML course for microscopy image analysis!!! 🧐
In 2026 at Janelia (@hhmijanelia.bsky.social), no tuition, housing and meals provided! Isn’t that borderline unbelievable?!?

20 students, ~14 TAs and lecturers
πŸ—“οΈ June 4-18 2026

✍️ Jan 15 2026 ✍️

πŸ” pls!!

www.janelia.org/you-janelia/...

3 months ago 78 62 0 3

Welcome to @humantechnopole.bsky.social, Jan 🀩

4 months ago 2 0 1 0

Okay, maybe I didn't pay much attention to this before but there are some elegant works that truly amaze me. This is one of them. A task-agnostic setup built on flow matching that just works across problems. I really like this work. πŸ˜€πŸ˜ƒ

4 months ago 3 0 0 0
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Invited talk by Rich Sutton at @neuripsconf.bsky.social was presenting the OaK architecture.
A β€œscaffold” for superintelligent agents in which human inputs (at design time) are depreciated. 🧡

4 months ago 4 1 1 0
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"Back to Basics: Let Denoising Generative Models Denoise" by
Tianhong Li & Kaiming He arxiv.org/abs/2511.13720
Diffusion models in pixel-space, without VAE, with clean image prediction = nice generation results. Not a new framework but a nice exploration of the design space of the diffusion models.

5 months ago 13 2 0 1