A transformer-based model predicts the minimum detectable distortion for machine vision and uses it to reduce video coding bitrate by about 30% without measured loss in object-detection accuracy.
Overview of the high efficiency video coding (hevc) standard,
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DT-JRD: Deep Transformer based Just Recognizable Difference Prediction Model for Video Coding for Machines
A transformer-based model predicts the minimum detectable distortion for machine vision and uses it to reduce video coding bitrate by about 30% without measured loss in object-detection accuracy.