#ReScale4DL
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gomez-mariscal.bsky.social
🚨Our work #ReScale4DL: balancing pixel and contextual information for enhanced bioimage segmentation, with @henriqueslab.bsky.social is out today!🚀
www.nature.com/articles/s41...
ReScale4DL links key concepts in DL (receptive fields)+microscopy (resolution) so they can work #bettertogether😉
Threat👇
September 18, 2026 at 5:18 PM
henriqueslab.bsky.social
Why do lower-resolution images sometimes yield better results in deep learning for bioimaging analyses? 🤔📉

Mariana Ferreira's new preprint on #ReScale4DL explores this paradox and introduces optimal resolution design! @gomez-mariscal.bsky.social brainchild🧑‍🔬✨

Check: www.biorxiv.org/content/10.1...
April 10, 2025 at 4:46 PM
gomez-mariscal.bsky.social
🚨Alô #bsky and #microscopy community, we got #ReScale4DL, our new work in
@aiopticalbiolab.bsky.social
, out today!😍 🥳
We present the #imageresolutionparadox phenomenon for #DL-results 🤓
👇Check it out!!
henriqueslab.bsky.social Ricardo Henriques @henriqueslab.bsky.social · Apr 10
Why do lower-resolution images sometimes yield better results in deep learning for bioimaging analyses? 🤔📉

Mariana Ferreira's new preprint on #ReScale4DL explores this paradox and introduces optimal resolution design! @gomez-mariscal.bsky.social brainchild🧑‍🔬✨

Check: www.biorxiv.org/content/10.1...
April 10, 2025 at 4:53 PM
aiopticalbiolab.bsky.social
🎉Congratulations to our researchers Mariana Ferreira and
@gomez-mariscal.bsky.social for their #ReScale4DL work available on pre-print at @biorxivpreprint.bsky.social🧐 Find out how down-sampling data can improve your high-resolution imaging at biorxiv.org/content/10.1...

#BioImageAnalysis #DL #AI
April 10, 2025 at 5:47 PM
aiopticalbiolab.bsky.social
Following the release of @gomez-mariscal.bsky.social and Mariana Ferreira #ReScale4DL work, Estibaliz shared her view on "FAIR and high-quality AI-ready data for bioimage analysis" on the 4-part @ai4life.bsky.social webinar series in collab with #GloBIAS 📅 Don´t miss the next one at: t.co/9TdywIGrgy
April 10, 2025 at 5:50 PM
gomez-mariscal.bsky.social
🤹 How can you now use this new knowledge?
Together with the ReScale4DL user-friendly framework, we provide systematic guidelines for selecting an image resolution that balances accuracy, throughput, and cost.
September 18, 2026 at 5:18 PM
gomez-mariscal.bsky.social
🙏 I'm incredibly thankful to the brave Mariana G Ferreira, who took the challenge, with lots of patience, of making #ReScale4DL real, as well as the great Bruno Saraiva, Antonio Brito and Mariana Pinho for helping us put all the pieces together.
September 18, 2026 at 5:18 PM
biorxiv-biophys.bsky.social
ReScale4DL: Balancing Pixel and Contextual Information for Enhanced Bioimage Segmentation https://www.biorxiv.org/content/10.1101/2025.04.09.647871v1
April 10, 2025 at 3:47 PM
gomez-mariscal.bsky.social
#ReScale4DL is very close to my🫀It's among the 1st ideas shaped with @richardbranson.bsky.social in my early days in his lab, which became a unique opportunity for me to link mathematical concepts to experimental imaging. It also turned out to be my last postdoc story and the 1st publication as PI🤩
September 18, 2026 at 5:18 PM
biorxivpreprint.bsky.social
ReScale4DL: Balancing Pixel and Contextual Information for Enhanced Bioimage Segmentation https://www.biorxiv.org/content/10.1101/2025.04.09.647871v1
April 10, 2025 at 3:47 PM
aixbiobot.bsky.social
ReScale4DL: Balancing Pixel and Contextual Information for Enhanced Bioimage Segmentation [new]
Lower res bioimages boost DL seg, balancing detail & context for better efficiency.
Figure 1 Figure 2 Figure 3 Figure 4
April 10, 2025 at 3:54 PM
gomez-mariscal.bsky.social
In #ReScale4DL optimisation, we show that high resolution (low pixel-size) can lead to suboptimal DL performance🧐 (surprised?)
Good news: downsampling images, or going to lower resolutions in acquisition, is so easy (and cheaper!) and can indeed improve imaging throughput, yay!!!😉
April 10, 2025 at 5:04 PM
behavecolpapers.bsky.social
ICYMI: ReScale4DL: balancing pixel and contextual information for enhanced bioimage segmentation @natcomms.nature.com
ReScale4DL: balancing pixel and contextual information for enhanced bioimage segmentation
Nature Communications, Published online: 18 September 2026; doi:10.1038/s41467-026-77930-1Deep-learning segmentation accuracy depends on image resolution, with each architecture having an optimum, usually at a lower microscopy resolution. Here, the authors present ReScale4DL, a framework for optimising imaging experiments by selecting resolutions to balance accuracy, throughput and cost.
dlvr.it
September 19, 2026 at 2:47 PM
behavecolpapers.bsky.social
ReScale4DL: balancing pixel and contextual information for enhanced bioimage segmentation @natcomms.nature.com
ReScale4DL: balancing pixel and contextual information for enhanced bioimage segmentation
Nature Communications, Published online: 18 September 2026; doi:10.1038/s41467-026-77930-1Deep-learning segmentation accuracy depends on image resolution, with each architecture having an optimum, usually at a lower microscopy resolution. Here, the authors present ReScale4DL, a framework for optimising imaging experiments by selecting resolutions to balance accuracy, throughput and cost.
dlvr.it
September 18, 2026 at 7:46 AM