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PROCESSING IMAGE DATA

发明专利审中
14浏览
14权利要求 · 3 独立
§ Ⅰ

卷宗概要

发明人

Muhammad Umar Karim Khan; Aaron Chadha; Mohammad Ashraful Anam; Ioannis Andreopoulos

IPC 分类

H4N 19/85H4N 19/147H4N 19/172H4N 19/192H4N 19/436

CPC 分类

H4N19/85H4N19/147H4N19/172H4N19/192H4N19/436

A method of processing image data, comprising receiving, at a pre-processing artificial neural network, ANN, image data of one or more images, pre-processing the received image data at the pre-processing ANN to generate pre-processed image data of the one or more images, encoding and decoding, in accordance with an image or video codec, the pre-processed image data to generate decoded image data of the one or more images, and post-processing the decoded image data at a post-processing ANN to generate post-processed image data of the one or more images. The pre-processing ANN and the post-processing ANN are jointly trained in an end-to-end manner using a neural codec model arranged between the pre-processing ANN and the post-processing ANN, the neural codec model acting as a proxy for the image or video codec and comprising an ANN configured to emulate rate and distortion characteristics of the image or video codec.

原文(中文)

A method of processing image data, comprising receiving, at a pre-processing artificial neural network, ANN, image data of one or more images, pre-processing the received image data at the pre-processing ANN to generate pre-processed image data of the one or more images, encoding and decoding, in accordance with an image or video codec, the pre-processed image data to generate decoded image data of the one or more images, and post-processing the decoded image data at a post-processing ANN to generate post-processed image data of the one or more images. The pre-processing ANN and the post-processing ANN are jointly trained in an end-to-end manner using a neural codec model arranged between the pre-processing ANN and the post-processing ANN, the neural codec model acting as a proxy for the image or video codec and comprising an ANN configured to emulate rate and distortion characteristics of the image or video codec.