Nalini Singh @nalinimsingh
Postdoc @UCBerkeley working on machine learning for inverse imaging problems. nalinimsingh.com Joined September 2012-
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New paper led by @weiserjpaul using our joint frequency/image space neural network layers for magnetic resonance spectroscopic image reconstruction
New paper led by @weiserjpaul using our joint frequency/image space neural network layers for magnetic resonance spectroscopic image reconstruction
Sometimes less is more. #JameelClinic PI @david_sontag is the senior author of a new commentary in @NatMachIntell that suggests that simpler models may be more effective than scBERT in certain scenarios when it comes to single-cell research. Paper: nature.com/articles/s4225…
My lab, Visionary Optical Imaging Lab (VOILA!), applies methods of optical physics and modern computational science to develop cutting-edge optical microscopy technologies for eye and brain imaging. We are hiring - please visit my lab website guanghanmeng.com for details!
Neural space-time model (NSTM) was published this week in @naturemethods ! Check it out: nature.com/articles/s4159… It is a flexible and robust model to tackle motion blur and improve temporal resolution in computational cameras/microscopes.🧵👇
Happy to share our latest work on shape-aware segmentation has been accepted to @MELBAJournal! In this work, we tackle the challenging problem of segmenting placental volumes in whole-uterus BOLD MRI Time Series.
Happy to share our latest work on shape-aware segmentation has been accepted to @MELBAJournal! In this work, we tackle the challenging problem of segmenting placental volumes in whole-uterus BOLD MRI Time Series.
New preprint on Fully Convolutional Slice-to-Volume Reconstruction for Single-Stack MRI arxiv.org/abs/2312.03102 Following recent single-view depth estimation methods, it produces SOTA reconstructions even with extreme inter-slice motion, eg fetal MR Work spearheaded by Sean Young
Sharing a link to my #MLCB2023 oral presentation, since there were some audio issues on the livestream. youtube.com/watch?v=LI7e2c…. Thanks to the organizers for a fantastic conference!
Sharing a link to my #MLCB2023 oral presentation, since there were some audio issues on the livestream. youtube.com/watch?v=LI7e2c…. Thanks to the organizers for a fantastic conference!
Some updates: I defended my thesis and started a postdoc at Berkeley with @optrickster. I'll spend the next few years learning about a wide range of imaging techniques and algorithms for inverse problems -- please reach out if you'd like to talk!
(1/6) Our deep dive into single cell foundation models, scBERT and scGPT - now on bioRxiv! biorxiv.org/content/10.110… w/ @nalinimsingh @abuen_dia @david_sontag @gaddyg
I’m recruiting PhD students @duke for fall 2024! Consider applying if you’re interested in reimagining healthcare by developing novel ML/NLP methodology. I can advise students through the CS dept and the Biostats & Bioinformatics dept. Info here: gradschool.duke.edu/admissions/app…
@Efrat_Shimron @khammernik @DanielRueckert @BMRRgroup @spieker_vj @hannah_eichhorn Very happy to report that this comprehensive review on deep learning for retrospective motion correction in MRI by @spieker_vj and @hannah_eichhorn @HelmholtzIml @HelmholtzMunich has been accepted by @IEEE_TMI ! For early access please visit: ieeexplore.ieee.org/document/10285…
MedNeurIPS returns for 2023! sites.google.com/view/med-neuri… Consider joining us for a day at the intersection of Machine Learning and Medical Imaging, again in the NeurIPS workshops. Submissions due Sept. 29.
There's now a plethora of free AI tools online that can sharpen blurry photos 📸 but what about 3D images? @nalinimsingh spoke w/ MIT News about the beauty of combining deep learning + physics when it comes to motion correction in MRI scans. news.mit.edu/2023/mit-resea…
Excited for @midl_conference this week! I'm presenting two projects: Data Consistent Deep Rigid MRI Motion Correction: Tuesday Neuroimaging Oral (9-10:15 AM) + Poster T03 Joint Frequency and Image Space Learning for MRI Reconstruction and Analysis: Wednesday Poster W45
@SCzolbe is presenting at #CVPR2023 today (TUE-PM-200 in person) Neuralizer: General Neuroimage Analysis without Re-Training code: github.com/SteffenCzolbe/… video: youtu.be/_wgCESDwjZI @FreeSurferMRI @MGHMartinos @mit_caml @MIT_CSAIL @MITEECS @CVPR

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