Mustafa Al-Rubaye's Avatar

Mustafa Al-Rubaye

@mustafaalrubaye.bsky.social

Doctoral researcher Deep learning for medical imaging (MRI, CT, CBCT, mammography) Focus: AI denoising & quality control University of Oulu: https://www.oulu.fi/en/researchers/mustafa-al-rubaye Translating AI into clinical impact

98 Followers  |  1,014 Following  |  5 Posts  |  Joined: 14.04.2025  |  1.7623

Latest posts by mustafaalrubaye.bsky.social on Bluesky

LinkedIn This link will take you to a page thatโ€™s not on LinkedIn

๐Ÿš€ New Project: Local PDF Chatbot with Llama3 and LangChain

I just built a fully offline PDF chatbot powered by Ollama, LangChain, and Llama3! ๐Ÿฆ™ (The implementation supports other models via Ollama)

๐Ÿ”— code: github.com/MustafaAl-Ru...

#AI #LLM #LangChain #Python #RAG #LocalLLM #Llama3 #DL #Ollama

24.07.2025 23:05 โ€” ๐Ÿ‘ 0    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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New open access article online: Vernier microcombs for integrated optical atomic clocks.

go.nature.com/4jpVAOF

#photonics #optics

26.05.2025 07:22 โ€” ๐Ÿ‘ 3    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Can you train a model for pose estimation directly on casual videos without supervision?

Turns out you can!

In our #CVPR2025 paper AnyCam, we directly train on YouTube videos and achieve SOTA results by using an uncertainty-based flow loss and monocular priors!

โฌ‡๏ธ

13.05.2025 08:11 โ€” ๐Ÿ‘ 25    ๐Ÿ” 10    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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Imaging-guided deep tissue in vivo sound printing Three-dimensional printing offers promise for patient-specific implants and therapies but is often limited by the need for invasive surgical procedures. To address this, we developed an imaging-guided...

Focused ultrasound cross-links functional biomaterials within deep tissues to enable on-demand in vivo printing of implants, demonstrating potential for a wide range of biomedical applications #NBThighlight www.science.org/doi/10.1126/...

12.05.2025 16:41 โ€” ๐Ÿ‘ 8    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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GitHub - MustafaAl-Rubaye/DMQC: Deep Mammography Quality Control Deep Mammography Quality Control. Contribute to MustafaAl-Rubaye/DMQC development by creating an account on GitHub.

๐Ÿš€ Just open-sourced my Bachelorโ€™s thesis project: DMQC โ€“ a deep learning pipeline for automating quality checks in mammography. Segments anatomy with U-Net/FPN + applies PGMI rules.
๐Ÿ”— github.com/MustafaAl-Ru...

#AI #MedicalImaging #deeplearning #DL #unet #mammography #OpenSource

12.05.2025 15:42 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Deep learning-based classification of lumbar T2-weighted MRIs to subjects with and without low back pain symptoms Background:Low back pain (LBP) is a prevalent condition, with most individuals experiencing it at some point. Magnetic resonance imaging (MRI) is the primary imaging modality for LBP diagnostics, enab...

Excited to share our new preprint:

โ€œDeep learning-based classification of lumbar T2-weighted MRIs to subjects with and without low back pain symptomsโ€

www.researchsquare.com/article/rs-6...

#AIinHealthcare #DeepLearning #SpineMRI #MedicalImaging

07.05.2025 10:14 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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IBM Registration form AI Value Creators: Beyond the Generative AI Mindset, IBM account registration

AI Value Creators playbook and itโ€™s free on #IBM

Lessons from IBM leaders on turning AI into business value.
โ€ข Real stories
โ€ข Strategic insights
โ€ข Actionable steps

Worth a read if you care about building with AI, not just talking about it.

Free PDF: lnkd.in/gsUzs39n

#free #book #DL #AI #ML

05.05.2025 12:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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5 really helpful tips for completing your PhD - EERA Blog We asked PhD student Emily Dowdeswell for her top tips for students currently starting their doctoral journey

Find your support bubble, says Emily Dowdeswell, in her blog post for doctoral students on completing your PhD - for all the #EmergingResearchers out there #EduSci https://blog.eera-ecer.de/phd-during-covid-19/

21.04.2025 06:31 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Automatic quality assessment in mammography screening : a deep learning based segmentation method

Mammography QC with AI

Trained a DL model to segment breast, pectoral, nipple & skin-foldings for automatic quality control in screening.

0.90 Dice for key structures.
Helps reduce unnecessary recalls.

oulurepo.oulu.fi/handle/10024/18084
#AI #Mammography #MedicalImaging
#DeepLearning #DL #ML

14.04.2025 20:12 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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