Machine Learning and Information Processing Laboratory (@MLI-lab)

Top repositories

1

ConvDecoder

An un-trained neural network with a potential application in accelerated MRI
Jupyter Notebook
39
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2

Robustness-CS

Measuring the robustness of compressive sensing methods (including deep-learning-based ones) for image reconstruction.
Jupyter Notebook
28
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3

DeepDeWedge

Self-supervised deep learning for denoising and missing wedge reconstruction of cryo-ET tomograms
Jupyter Notebook
26
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4

cs_deep_decoder

Jupyter Notebook
17
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5

transformers_for_imaging

Jupyter Notebook
16
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6

early_stopping_double_descent

Code for reproducing figures and results in the paper ``Early stopping in deep networks: Double descent and how to eliminate it''
Jupyter Notebook
15
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7

overparameterized_convolutional_generators

Jupyter Notebook
14
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8

ttt_for_deep_learning_cs

Jupyter Notebook
14
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9

deep_inverse_book.github.io

Jupyter Notebook
13
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10

imaging_MLPs

Jupyter Notebook
8
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11

noisy_dna_data_storage

Data recovery from millions of noisy reads
Jupyter Notebook
6
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12

cinemri

Python
6
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13

sample_complexity_ss_recon

Jupyter Notebook
4
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14

recalibrating_conformal_prediction

QTC: Test-time recalibration of conformal predictors under distribution shift based on unlabeled examples
Jupyter Notebook
3
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15

candidate_training

Reproducible version of the experiments in "Leveraging inductive bias of neural networks for learning without explicit human annotations"
Jupyter Notebook
3
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16

robust_reconstructors_via_jittering

Python
2
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17

regularization_based_continual_learning

Jupyter Notebook
2
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18

Scaling_Laws_For_Deep_Learning_Based_Image_Reconstruction

Jupyter Notebook
2
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19

monotonic_risk_relationships

Jupyter Notebook
1
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20

channel_normalization

Jupyter Notebook
1
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21

imagenet_candidate_training

Training on noisy Flickr labels without annotators for better classification performance in ImageNet classification problem.
Jupyter Notebook
1
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