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Machine Learning and Information Processing Laboratory's Projects

candidate_training icon candidate_training

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

convdecoder icon convdecoder

An un-trained neural network with a potential application in accelerated MRI

deepdewedge icon deepdewedge

Self-supervised deep learning for denoising and missing wedge reconstruction of cryo-ET tomograms

early_stopping_double_descent icon 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''

imagenet_candidate_training icon imagenet_candidate_training

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

robustness-cs icon robustness-cs

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

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