Search Results for author: Soren Nelson

Found 4 papers, 2 papers with code

Learning to Compose SuperWeights for Neural Parameter Allocation Search

1 code implementation3 Dec 2023 Piotr Teterwak, Soren Nelson, Nikoli Dryden, Dina Bashkirova, Kate Saenko, Bryan A. Plummer

To address this, we generate layer weights by learning to compose sets of SuperWeights, which represent a group of trainable parameters.

MixtureGrowth: Growing Neural Networks by Recombining Learned Parameters

1 code implementation7 Nov 2023 Chau Pham, Piotr Teterwak, Soren Nelson, Bryan A. Plummer

Newly grown layer weights are generated by using a new linear combination of existing templates for a layer.

A needle-based deep-neural-network camera

no code implementations14 Nov 2020 Ruipeng Guo, Soren Nelson, Rajesh Menon

We experimentally demonstrate a camera whose primary optic is a cannula (diameter=0. 22mm and length=12. 5mm) that acts a lightpipe transporting light intensity from an object plane (35cm away) to its opposite end.

Classification of optics-free images with deep neural networks

no code implementations10 Nov 2020 Soren Nelson, Rajesh Menon

The thinnest possible camera is achieved by removing all optics, leaving only the image sensor.

Binary Classification Classification +1

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