Wisconsin Alumni Research Foundation

Matthew Dutson

Mohit Gupta

In accordance with some embodiments, systems, methods, and media for generating digital images using low bit depth image sensor data are provided. In some embodiments, the system comprises: an image sensor; a processor programmed to: receive, from the image sensor, a series of low bit depth frames; provide low bit depth image information to a trained machine learning model comprising: a 3D convolutional layer; a 2D convolutional LSTM layer; a concatenation layer configured to generate a tensor that includes an output of the 2D convolutional LSTM layer and the low bit depth image information; and a 2D convolutional layer configured to generate an output based on the tensor; and generate a high bit depth image of a scene based on an output of the two-dimensional convolutional layer.

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Madison, WI, United States of America

Matthew Dutson