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Incremental learning method and device, electronic equipment and machine readable storage medium

An incremental learning and incremental model technology, applied in the field of computer vision, can solve problems such as large storage space requirements, unfavorable data privacy protection, etc., and achieve the effect of alleviating the forgetting of old knowledge

Pending Publication Date: 2022-04-08
SHANGHAI GOLDWAY INTELLIGENT TRANSPORTATION SYST CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] In the existing technology, all previous old data and new data are generally used for joint training, which will bring a large storage space requirement and is not conducive to data privacy protection

Method used

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  • Incremental learning method and device, electronic equipment and machine readable storage medium
  • Incremental learning method and device, electronic equipment and machine readable storage medium
  • Incremental learning method and device, electronic equipment and machine readable storage medium

Examples

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Embodiment Construction

[0025] Exemplary embodiments will be described in detail herein, examples of which are illustrated in the accompanying drawings. Where the following description refers to the drawings, the same numerals in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the illustrative examples below are not intended to represent all implementations consistent with this application. Rather, they are merely examples of apparatus and methods consistent with some aspects of the present application as recited in the appended claims.

[0026] The terminology used in this application is for the purpose of describing particular embodiments only and is not intended to limit the application. As used in this application and the appended claims, the singular forms "a," "the," and "the" are intended to include the plural forms as well, unless the context clearly dictates otherwise.

[0027] In order for those skilled in the art to be...

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Abstract

The invention provides an incremental learning method and device, electronic equipment and a machine readable storage medium, and the method comprises the steps: initializing an incremental model according to an initial model in an incremental training process, and obtaining an initialized incremental model; according to incremental training data and the initial training data, training the initialized incremental model to obtain a trained incremental model; wherein in the incremental training process, regular constraint is carried out on the initial model and the incremental model according to a regular strategy; the regular constraint comprises a regular constraint of a feature level and / or a regular constraint of a parameter level. The method can relieve the forgetting of old knowledge in the incremental learning process.

Description

technical field [0001] The present application relates to the field of computer vision technology, and in particular, to an incremental learning method, apparatus, electronic device, and machine-readable storage medium. Background technique [0002] In incremental applications of deep learning, it is usually required that the model can learn new knowledge while maintaining the performance on the old scene. [0003] In the prior art, all previous old data and new data are generally used for joint training, which requires a large storage space and is not conducive to data privacy protection. SUMMARY OF THE INVENTION [0004] In view of this, the present application provides an incremental learning method, apparatus, electronic device, and machine-readable storage medium, so as to reduce the storage space requirement for incremental training and improve data security. [0005] Specifically, the application is achieved through the following technical solutions: [0006] Acco...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06F21/78
Inventor 吴长虹程战战钮毅
Owner SHANGHAI GOLDWAY INTELLIGENT TRANSPORTATION SYST CO LTD
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