METHOD AND SYSTEM FOR OPTIMIZING IMAGE AND VIDEO COMPRESSION FOR MACHINE VISION

Patent №

US 11,533,484

Granted

2022-12-20

Filed 2021

Owner

TERAKI GMBH

Lab

AI components

4

ml · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17376547

A method and a system described herein provide optimizing image and/or video compression for machine perception. According to an aspect, the method comprises receiving a raw image frame from a camera sensor; detecting a predefined object in the raw image frame and marking a region around the predefined object within the raw image frame as ROI. Based on the ROI, a partitioning scheme, a prediction mode, and quantization parameter are determined for improving coding efficiency. Machine perception efficiency is improved by selecting a quantization parameter table used for compressing and encoding the raw image or video frame based on a selected machine vision task. The selection of the quantization parameter table is based on training of the selected machine vision task using cost function optimization.

Machine learningVisionKnowledge representationAI hardwareH04N 19/124G06V 20/56H04N 19/17H04N 19/186H04N 19/196

AI classification

Vision1.00
Machine learning1.00
Knowledge representation0.78
AI hardware0.75
Speech0.01
Natural language0.00
Evolutionary computation0.00
Planning0.00

Ownership

TERAKI GMBH

assignment · 571860303

Assignors

ANUMULA, JITHENDAR, KAPLAN, BERNHARD, RICHART, DANIEL LAMPERT

On an employer assignment, the assignors are typically the inventors.

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