Machine Learning and Information Processing Laboratory

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27 repositories

resolution_robust_3d_mri
Public
Python
•0•0•0•0•Updated Dec 30, 2024Dec 30, 2024
TTT_Denoising
Public
Jupyter Notebook
•0•4•0•0•Updated Dec 12, 2024Dec 12, 2024
LLM_data_bias
Public
Python
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MIT License
•0•0•0•0•Updated Dec 9, 2024Dec 9, 2024
DeepDeWedge
Public
Self-supervised deep learning for denoising and missing wedge reconstruction of cryo-ET tomograms
deep-learning tomography denoising cryo-et self-supervised-learning missing-wedge
Jupyter Notebook
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BSD 2-Clause "Simplified" License
•8•36•5•0•Updated Dec 9, 2024Dec 9, 2024
MRI_MotionTTT
Public
Jupyter Notebook
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BSD 2-Clause "Simplified" License
•0•3•0•0•Updated Nov 11, 2024Nov 11, 2024
deep_inverse_book.github.io
Public
Jupyter Notebook
•1•15•0•0•Updated Aug 4, 2024Aug 4, 2024
imaging_MLPs
Public
Jupyter Notebook
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MIT License
•2•9•0•0•Updated Mar 12, 2024Mar 12, 2024
cinemri
Public
Python
•3•9•0•0•Updated Jan 10, 2024Jan 10, 2024
mri_data_diversity
Public
Python
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Apache License 2.0
•0•1•0•0•Updated Dec 14, 2023Dec 14, 2023
sample_complexity_ss_recon
Public
Jupyter Notebook
•0•6•0•0•Updated Oct 27, 2023Oct 27, 2023
robust_reconstructors_via_jittering
Public
Python
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Apache License 2.0
•0•2•0•0•Updated Jul 25, 2023Jul 25, 2023
recalibrating_conformal_prediction
Public
QTC: Test-time recalibration of conformal predictors under distribution shift based on unlabeled examples
Jupyter Notebook
•2•3•0•0•Updated Oct 29, 2022Oct 29, 2022
monotonic_risk_relationships
Public
Jupyter Notebook
•1•1•0•0•Updated Oct 16, 2022Oct 16, 2022
Scaling_Laws_For_Deep_Learning_Based_Image_Reconstruction
Public
Jupyter Notebook
•0•3•0•0•Updated Sep 27, 2022Sep 27, 2022
early_stopping_double_descent
Public
Code for reproducing figures and results in the paper ``Early stopping in deep networks: Double descent and how to eliminate it''
Jupyter Notebook
•7•15•5•2•Updated Jun 27, 2022Jun 27, 2022
regularization-wise_double_descent
Public
Jupyter Notebook
•0•0•1•0•Updated May 12, 2022May 12, 2022
ttt_for_deep_learning_cs
Public
Jupyter Notebook
•3•15•0•0•Updated Apr 27, 2022Apr 27, 2022
transformers_for_imaging
Public
Jupyter Notebook
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Apache License 2.0
•5•16•1•0•Updated Mar 5, 2022Mar 5, 2022
regularization_based_continual_learning
Public
Jupyter Notebook
•0•2•0•0•Updated Feb 8, 2022Feb 8, 2022
ConvDecoder
Public
An un-trained neural network with a potential application in accelerated MRI
compressed-sensing signal-processing mri-acceleration un-trained-image-models
Jupyter Notebook
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Apache License 2.0
•7•41•0•0•Updated Aug 10, 2021Aug 10, 2021
Robustness-CS
Public
Measuring the robustness of compressive sensing methods (including deep-learning-based ones) for image reconstruction.
deep-learning image-reconstruction robustness compressive-sensing
Jupyter Notebook
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Apache License 2.0
•5•29•0•0•Updated Jul 12, 2021Jul 12, 2021
noisy_dna_data_storage
Public
Data recovery from millions of noisy reads
Jupyter Notebook
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Apache License 2.0
•1•7•0•0•Updated Sep 22, 2020Sep 22, 2020
cs_deep_decoder
Public
Jupyter Notebook
•2•17•0•0•Updated Jul 3, 2020Jul 3, 2020
imagenet_candidate_training
Public
Training on noisy Flickr labels without annotators for better classification performance in ImageNet classification problem.
Jupyter Notebook
•0•1•0•0•Updated Jun 10, 2020Jun 10, 2020
candidate_training
Public
Reproducible version of the experiments in "Leveraging inductive bias of neural networks for learning without explicit human annotations"
Jupyter Notebook
•1•3•0•0•Updated Dec 8, 2019Dec 8, 2019
overparameterized_convolutional_generators
Public
Jupyter Notebook
•3•14•0•0•Updated Nov 12, 2019Nov 12, 2019
channel_normalization
Public
Jupyter Notebook
•0•1•0•0•Updated Sep 11, 2019Sep 11, 2019