Video classification method and device, electronic equipment and storage medium

A classification method and video technology, applied in the field of image processing, can solve problems such as huge computing costs, and achieve the effect of accurate classification results

Active Publication Date: 2021-05-28
BEIJING BAIDU NETCOM SCI & TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] The important metrics for evaluating video recognition and classification methods are classification accuracy and inference cost. Today, video recognition has achieved great success in recognition accuracy, but it is still a challenging task due to the huge computational cost.

Method used

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  • Video classification method and device, electronic equipment and storage medium
  • Video classification method and device, electronic equipment and storage medium
  • Video classification method and device, electronic equipment and storage medium

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Embodiment Construction

[0034] Exemplary embodiments of the present disclosure are described below in conjunction with the accompanying drawings, which include various details of the embodiments of the present disclosure to facilitate understanding, and they should be regarded as exemplary only. Accordingly, those of ordinary skill in the art will recognize that various changes and modifications of the embodiments described herein can be made without departing from the scope and spirit of the disclosure. Also, descriptions of well-known functions and constructions are omitted in the following description for clarity and conciseness.

[0035] Artificial intelligence is a discipline that studies the use of computers to simulate certain human thinking processes and intelligent behaviors (such as learning, reasoning, thinking, planning, etc.), both at the hardware level and at the software level. Artificial intelligence hardware technologies generally include technologies such as sensors, dedicated artif...

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Abstract

The invention discloses a video classification method and device, electronic equipment and a storage medium, and particularly relates to the technical field of artificial intelligence such as computer vision and deep learning. The specific implementation scheme is as follows: acquiring multiple groups of image frames from a to-be-processed video; performing feature extraction on each group of extracted image frames to determine a feature map corresponding to each group of image frames; determining a weight corresponding to each group of image frames; based on the weight corresponding to each group of image frames, fusing the feature maps to generate a total feature map corresponding to the video; and classifying the videos according to the total feature map to determine category labels corresponding to the videos. Therefore, when the video is classified, not only is the content contained in the image frame in the video considered, but also the effect of the image frame in the video is considered, so that the classification result is more accurate and more reliable.

Description

technical field [0001] The present disclosure relates to the technical field of image processing, specifically to the technical fields of artificial intelligence such as computer vision and deep learning, and in particular to a video classification method, device, electronic equipment, and storage medium. Background technique [0002] With the rapid development of Internet technology, video surveillance, video recommendation, video search, etc. have shown great application potential. Therefore, the correct identification and classification of videos has become one of the most active research topics in the computer vision community. . [0003] The important metrics for evaluating video recognition and classification methods are classification accuracy and inference cost. Nowadays, video recognition has achieved great success in recognition accuracy, but it is still a challenging task due to the huge computational cost. Therefore, how to improve the recognition accuracy witho...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06F16/75
CPCG06F16/75G06F18/24G06F18/253
Inventor 吴文灏赵禹翔
Owner BEIJING BAIDU NETCOM SCI & TECH CO LTD
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