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Posts by John Fozard
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Divide and Conquer Self-Supervised Learning for High-Content Imaging [new]
SpliCER:
Addresses self-supervised learning limitations by splitting images into sections to extract subtle features, improving representation learning.
Our work, MedicoSAM, is now on arXiv! We study finetuning SAM for medical images. MedicoSAM improves over SAM and models derived from it, especially for interactive segmentation, see examples in the figure. Preprint at arxiv.org/abs/2501.11734.
Read on for a summary. @anwaiarchit.bsky.social
Similar strategy I've used many times to great effect. I may have stolen this phrasing from @jdlong.cerebralmastication.com
#dataBS
Inventors of flow matching have released a comprehensive guide going over the math & code of flow matching!
Also covers variants like non-Euclidean & discrete flow matching.
A PyTorch library is also released with this guide!
This looks like a very good read! 🔥
arxiv: arxiv.org/abs/2412.06264
Hello world! Following the success of our 2024 Hackathon, we would like to bring you another opportunity to drive forward exciting science! Call for projects is now open and we cannot wait to hear from you. Send us a project abstract by 18th of December. #compbio #science #hackathon
apparently my post "you have built a compiler" (rachit.pl/post/you-hav...) has spawned a little genre:
- DBs: dx.tips/oops-database
- K8: www.macchaffee.com/blog/2024/yo...
- Erlang: vereis.com/posts/you_bu...
those who fail to learn about systems are doomed to recreate (crappy versions of) them
Interdisciplinary PhD studentship on “Mathematical modelling of environmental information processing in hybrid aspen” supervised by myself, Prof Peter Stewart (@uofglasgow.bsky.social) and Prof Rishikesh Bhalerao (SLU).
For more information on the project and to apply: www.gla.ac.uk/colleges/mvl...
Anne Gagneux, Ségolène Martin, @quentinbertrand.bsky.social Remi Emonet and I wrote a tutorial blog post on flow matching: dl.heeere.com/conditional-... with lots of illustrations and intuition!
We got this idea after their cool work on improving Plug and Play with FM: arxiv.org/abs/2410.02423
Hi. I'm an RSE at Lancaster University, part of the MARS (Mathematics for AI in Real-World Systems) group. Would love to connect to other RSEs here.