Albert Dominguez Mantes

Albert Dominguez Mantes

@albertdm.bsky.social

PhD student @ EPFL in computer vision for microscopy | Prev Data Science @ UPC

133 followers116 following15 posts

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Very happy that MuViT, our (CVPR 2026!) work on learning across spatial scales in microscopy w transformers, is out! Check Martin's thread for a nice walkthrough :) Big thanks to my advisors @maweigert.bsky.social @gioelelamanno.bsky.social! 🖥️: github.com/weigertlab/muvit 📜: arxiv.org/abs/2602.24222

Martin Weigert@maweigert.bsky.social

Excited to share our new paper (CVPR 2026 🚀): "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

Albert Dominguez Mantes reposted

BIC @eccv.bsky.social 2026 is OPEN! Show us your new CV, AI & Bio work🦠🔬 🚪: openreview.net/group?id=the... Thanks organisers for making it possible @alex-krull.bsky.social Peter Bajcsy @janfunkey.bsky.social @florianjug.bsky.social Qingjie Meng @virginieuhlmann.bsky.social @maweigert.bsky.social ✨

openreview.netECCV 2026 Workshop BICWelcome to the OpenReview homepage for ECCV 2026 Workshop BIC
Anna Foix@afoix.bsky.social

🔬 One more year! BioImage Computing has been accepted to @eccv.bsky.social 🎉 Show us your work at the intersection of computer vision, ML & biology! Check out our speaker lineup: @arratemunoz.bsky.social, @jakobtroidl.bsky.social & Juliette Griffié 👏 ⏳ Deadline: 13 July ℹ️ www.bioimagecomputing.com

Very happy that MuViT, our (CVPR 2026!) work on learning across spatial scales in microscopy w transformers, is out! Check Martin's thread for a nice walkthrough :) Big thanks to my advisors @maweigert.bsky.social @gioelelamanno.bsky.social! 🖥️: github.com/weigertlab/muvit 📜: arxiv.org/abs/2602.24222

Martin Weigert@maweigert.bsky.social

Excited to share our new paper (CVPR 2026 🚀): "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

Last call! This is a great opportunity for those interested in learning and applying SOTA ML/DL models to microscopy data with the leading experts in the field. Personally super excited to be a lead TA along with the amazing @afoix.bsky.social and @edhirata.bsky.social! Hope to see you there :)

Jan Funke@janfunkey.bsky.social

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/...

Had a blast at #CBIAS2025! Great science (like the incredible ShapeEmbed talk from @afoix.bsky.social), amazing people and obviously tons of beautiful images :) Already looking forward to coming back next year!

Anna Foix@afoix.bsky.social

Amazing talk by my dear colleague and friend @albertdm.bsky.social and his supervisor @maweigert.bsky.social showing the cool things you can do with Spotiflow at #CBIAS2025. Look at this beautiful learned spot detection in 3D! 👩🏻‍💻👩🏻‍💻🔬 #bioimageanalysis #spotdetection

Albert Dominguez Mantes reposted

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...

Albert Dominguez Mantes reposted

You may have heard me talk about learned shape representations for a long time, but it took @afoix.bsky.social's hard work to bring it to life 🍾 Catch her at @neuripsconf.bsky.social to find out more!!

Anna Foix@afoix.bsky.social

Happy to share that ShapeEmbed has been accepted at @neuripsconf.bsky.social 🎉 SE is self-supervised framework to encode 2D contours from microscopy & natural images into a latent representation invariant to translation, scaling, rotation, reflection & point indexing 📄 arxiv.org/pdf/2507.01009 (1/N)

Albert Dominguez Mantes reposted

Happy to share our work on uMAIA, a framework for building metabolomic atlases from mass spectrometry imaging. With uMAIA, we mapped the lipidome of zebrafish development, uncovering spatially organized metabolic programs . www.nature.com/articles/s41... #developmentalbiology #MSI #lipidtime

nature.comUnified mass imaging maps the lipidome of vertebrate developmentNature Methods - uMAIA is an analytical framework designed to enable the construction of metabolic atlases at high resolution using mass spectrometry imaging data.

Albert Dominguez Mantes reposted

Working in Martin’s group is an amazing experience, don’t hesitate to apply and reach out if you have any questions!

Martin Weigert@maweigert.bsky.social

Do you like developing new AI vision methods for microscopy image analysis? You love theory & implementation? 1 week left to apply for a fully funded PhD position in our lab in Dresden 🇩🇪! Topics: object detection/tracking, multimodal models & more. DM/email for details! #PhD #AcademicJobs #GPUsgoBrr

Albert Dominguez Mantes reposted

A massive thanks to all the incredible people who contributed to this work, it's been an amazing ride! And a shoutout to all the people who have tried already tried Spotiflow and provided feedback, it's truly great to see the community using it :) (N/N)

We also offer several out-of-the-box pre-trained 2D/3D models. Fine-tuning a model on your own data is easy and accessible if you're not satisfied with the pre-trained ones, and we show Spotiflow is not particularly data hungry, so no need to spend a lot of time annotating! (8/N)

In a single molecule tracking experiment w/ Eftychia Kyriacou and Joachim Lingner from EPFL, Spotiflow allowed us to improve results by changing the input detections to Trackmate, showing that Spotiflow can be used as a drop-in replacement in existing workflows! (5/N)

To be ready to handle today’s massive spatial biology data, we built a multi-GPU setup that e.g. processes a cloud-stored 159 GB EASI-FISH volume in under 10 minutes on 8×A100 GPUs. This can easily be deployed seamlessly on any modern compute cluster! (6/N)

Given an image or volume, Spotiflow uses a neural network to predict multiscale Gaussian heatmaps and the “stereographic flow” — a smooth embedding that maps the nD nearest-spot vector field to the (n+1)D sphere, avoiding issues at infinity and enabling precise localization (2/N)

Albert Dominguez Mantes reposted

Get to know Spotiflow, an AI method that improves large-scale transcript localization by combining deep learning with a novel geometric detection approach. Learn more: 👉 scads.ai/transcript-d... Find the publication in Nature Methods: 👉 www.nature.com/articles/s41...

scads.aiAI Method Improves Transcript Detection in Microscopy ImagesSpotiflow improves large-scale transcript localization by combining deep learning with a novel geometric detection approach.

Albert Dominguez Mantes reposted

Albert Dominguez Mantes reposted

🔬🎤 As pre-announced a few days ago... please let us proudly present to you: 𝑴𝒊𝒄𝒓𝒐𝕊𝒑𝒍𝒊𝒕 - your ticket to imaging more, imaging more gentle, and/or imaging more efficient. 🔬 doi.org/10.1101/2025... Like ❤️, repost 🔂, and most importantly... please send feedback ✉️ our way! 🙏

Florian Jug@florianjug.bsky.social

Immagine you could image two cellular structures in the same fluorescent channel and still reliably get them separated afterwards… What would you do with this? Now… what would you do if that also worked with 4 structures at once? 👇 #MicroSplit #preview🧵

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