SALIENCY-BASED INPUT RESAMPLING FOR EFFICIENT OBJECT DETECTION
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United States of America Patent
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Issued Date -
May 18, 2023
app pub date -
Oct 25, 2022
filing date -
Oct 25, 2022
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Abstract
A processor-implemented method of video processing using includes receiving, via an artificial neural network (ANN), a video including a first frame and a second frame. A saliency map is generated based on the first frame of the video. The second frame of the video is sampled based on the saliency map. A first portion of the second frame is sampled at a first resolution and a second portion of the second frame is sampled at a second resolution. The first resolution is different than the second resolution. A resampled second frame is generated based on the sampling of the second frame. The resampled second frame is processed to determine an inference associated with the video.
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